{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.6.利用专家知识\n",
    "<P>利用专家知识获取信息量更大的特征</P>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "citibike bike data:\n",
      "starttime\n",
      "2015-08-01 00:00:00     3\n",
      "2015-08-01 03:00:00     0\n",
      "2015-08-01 06:00:00     9\n",
      "2015-08-01 09:00:00    41\n",
      "2015-08-01 12:00:00    39\n",
      "Freq: 3H, Name: one, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "import mglearn\n",
    "citibike = mglearn.datasets.load_citibike()\n",
    "print(\"citibike bike data:\\n{}\".format(citibike.head()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Rentals')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9gYelGiu82rWCUuOASY268CqGbwHwtwkhzwH4fwF8JyHk9wFcI4ScAoDo1+szPIZS4LT1D33TbfjQly4UftAxxstE3SoucU2KaeR4lTVk89eWocH9IJzabq7rBGjYJiyDwA9poSJk4AWo2cxcf6gKr5LXw1BqLHMuw+l5vCil+MMvXsB6q1q48PICVsCcWl6swuuh57fw1NV95Z8Pi+AjEo78+194fsjEXtjsASguIfORQbZxOLoa/ZKMlz+FZ+w0sdf30Y6kxlbNLBQpsR9Jjcea1YW6L6eJmRVelNKfoZTeQim9A8APAvhLSuk/AHAfgHdFf+1dAD46q2MoCy8IYRkVfMPpZew7fuG2305UeM1TauSdJWX8UV5AS0mNvPAqU/xNU57qez4atgFCSOEhugMvQM2sMKnROzwer7KL9ehclivEp+VN+sIzWzANgu96xQlc3ilmA+g67HpYa9nYWqDRJPc9fBmffEq9H53GpmpR4AchfvaPvzqUFi9sscKrqH+SdTWyBhovLC6tzwteyBivopt67ttcHKkxzngVlhrrFlabFrZ77sKfwyI4iByv9wF4KyHkHIC3Rr9fSHDGCwCW61Zh+rvn+mhVOUsyn8U6CClqVqWUF8QLwlK7am8KEQTeFOUpzngBKGyw73usM7JuGei7i7HLzAOvJGM1yvEq0yU7vbb3D37xAt75httweqVemPHqRE0vx5o2tkqmh08TbhCmXpvDcWCHwMOUBc6AnrveAQBc5IVXQWWAdzUSQmBVFp/1KqsKLB7j5WGpzs31VmGpsV0zowLaKJyAv8iYS+FFKf0UpfRt0f9vUkrfQim9O/p1YQeluRHjBbDCa6dfbFfcdYKh1DgvQ7YfUtQso5zUWJKh8KfAkkxzse5HHi8AhSMlBl6ImjnfInoa8Euyj9MYGTStrsYgpPjzx6/i+153C04t13ClYOMLvy9XG4vlJXH8MPXa9IZF8GIstmXAvUnno8KLM16FpcYoxwsofo/PE/y+LOrz8hbM4yUyXq1qwa7G/ug9VpvWkYyU0Mn1KWApyOUZr4OQGoMwRK2s1BiWkxr5wlCK8ZpiBAGLk2CFV80qZrDnWWCHr6uxXOE0jSJ6WrIxf4/lhoWbSzJezaqJYwsmNbp++giYYAoZfYsC/ozghdfzWz0s161ShRdXKapWMTvBPMELp6KFl79oXY19sauxRIBq9B5rzeqRjJTQhVcKvGA6UmPX8dG0TdRtszCFPim8gDFeZaTGsozXUGosyXhNa2fP4iS41FiQ8fIDVK0K62o8BDlBHGULJ+4ZLM14TeFciqzGqZU6Lu8WK7y4BWDRGC/XT28oGY4DOwKFV5LxurjVw8tuapeQGoPhZpkZ7Bf7HuWFU78ge75oOV77gylIjQLjxWwALi7t9FMbTg4bdOGVAmauJwCmwXgxlmRe8xq5x6ts4XTQUqM3xa7Gnig1Fmw3H7ijANXDyXgVlxobtgG3VLPFdBgvJwhGhddyDdd2nULmZL4hOrZgbetZUiO/r46C1OgGjIU+f6ODIKS4tNPHy062CxUifhCCEALT4IzX4g/K5opCUb/oyCO2GM+ivYGPdnUkNRbravSHxdtqw8Zzm1388AcexO88MJ08x0WALrxSEDPXN8oxXq15dzWGFDXTKLUrLjuaZCpS4xS7GruuL3i8DAwKPKwGfhjleB2uwmsUqFvUXB+iUS3JeE2pUUK0ANQsA+2aiY0C5vgO93gtWOHl+unm+mlk9C0KHD/ErWsN9BwfT13dx1rDxmrDKvScdIPRdQEcDo8Xb14qLjUu1sggPu4HKJbj5fpMZalb7Dl9rGXjFz/+FIuiWZDPOA3owisFbkBj5vrihVdkrrcN9OYUQRCEIeq2caAjg6YSuqnweH3puS388sefmui9mLlekBoLMF59YUj2YZMay0iFXkDRsMyS53I6o24cYUMEAKdWarhcwGDPJ0owxmt+yfX//L8+hmc3uso/d4MMcz2/r0pOlVgEOH6IqmXgzIkWPvnUddy21kDdNgttahwvfl3Yh6Dw4s/Ioo0608hKnCb2ElLjpHES+1FHIyFMabpltY7X3bqKn3rr3akkwJXdPn76ww8XP/A5QxdeKUjGSeyVkBpbc+5qZB6vSukAVT+k5cfMlIyTkD1Unr7ewaOXdid6r64boFEtaa73RKnx8HQ1BiFF3S7e5eoHIWp2OcZrmuZ6cYE9vVzHlQIGe26uX2nY2Om5c0uCf+zSburxullSYxgV0UeA8XL9EFWjgrtOtHD/k9dw61qjsDLAw1M5imb1zRP8fioarL1oyfV83A9QjPESjfUA8Pe/6XZ88Ee/CQ3bTL0nru85+MqFnWIHfQDQhVcKvCDe1bjTK57j1bDnO6sxGEqNxW9INyjnCxqZ66fvC9ofTB5o23d9NKyycRKCuf4wSY1hOcbLDykallEyxyuEMyVzfazwWqnjUoHCq+v4aNkmbLOCum0UDkieFK6f/j2wrsaUHK+oiF5kc73jBzh/PdsMzc/lmRMtfOXiDm4/1kDdNgpJb8nrgjFei32PegGNwpiPSFfjIC41ThonIRrrAcCoEBBCYJuVVE9j2ZmX80auwosQchchpBr9/7cTQn6CELIy20M7eLh+OGWpsRiFXgR+SFG1jGHmT6H3KGmOnwbj5SsYr/2BN7Fxs5eQGovsMgec8TpsI4OiB3yZrsaGbZQfGeSXTxNPenlOrxTL8uKjvABgrWljszufENWsUGA3CDFINdeX7zCdNR44t4F/8cePZ/49J+pQPXO8BUrBpMaCyoDjB7HCq2oaC8MEqeCHIdq14ps4XrgtgtRIKUvh55vbVtVE1/Enut9FY70I26ikPnvcIDxUuYp5Ga+PAAgIIWcA/A6AlwD44MyOakEwjTgJ1w8RUoqqWUHDKr6zmRTc01OG8RolZBfthJtCgGooD1DdK8B49QSpsWoWe1gNPJaPdhjN9aWkxnAaUuN0Rt0kmY1Ty3VcKRAp0XUDtITCa14Gey8jFDiT8QrC0h3Ls8Zm183lgRQZLwCC1Dj5IupE44I4qhksySLADyiWasVzy/yAollNl+HmBSciKioV5s8yjQqqpoHuBJ9tb+ANuyJFZDNeFIMFL7JF5C28QkqpD+DvAPhVSulPATg1u8NaDDhTYLz4rpoQUviBUgR+SGGbFYQUhb0rw67Egg8vHj1QZoFw/RCuhEbvOP7E4Xw9oauxZlVSFzcV+MggUR544NwGPvLQCxO/1zzhR4G65aXG8oVX2cWQLdajBfb0Sg2XCsxrFBmveUZKZDFejp/+535Jv948sNV1c0XnuAFjqW6LCq47IqmxCAOUbLo4DFKjGzDGq7DHKwzRqpoL8Tk5eymiPeGgbHHkkAjbSN9oeD7LCDwsY7TyFl4eIeSdYEOt/zT62XhZesQgMl4rdbtQ4cWN9QCYd2GOHi/LILAMUtiEW5axmorUGMoDVPcHHjquP1FR2RNnNVpFGa+RuZ4vDp85dwNnn9+e+L3miaC01BiWlxqnMLsTGH/An14pY65nBdw8Q1QzpUY/yDDX09Js9qyx3XVzxbU4HjuXplHBp/7pt+NYq4qGbRb2eFWNw2Wu94MQS3Wr1MigZnUxJFXHD2KMIxANyp5ggyyOHBJhGennkj/X5qUolUXewuvdAN4I4Ocppc8SQl4C4Pdnd1iLAWauZ7Qp1+GDCdmjrjt6uM/TF+SHFEaFwKxUikuFU8h+Asom1zOPV9InsD/wQSnQyckgUkrR88rPaux7AWpWJSqi2b99Yau3EDvONIzM9cUbJWp2OXM938iUlcjcIM5snGjXsN1zJ15kYx6vlo2vXt7F2ee2Zl6AZSXTO5nJ9RF7OacuzCLY7Lq5NpniuTzRrgFA8a5GP0TVOmRxEiGTGouuC34QopnR8Tcv8CJaRKtmYW+Swqsf72rksDOKaPcoFl6U0icopT9BKf3D6PfPUkrfN9tDO3iI5vpKhaBpGxMburuOP2RZGtb8OuH8aMC3aZDChVdZTw7PGSoboErpKCiQg+fD5N1NuUGICsHwfBY210c5XnxXTimNCq+Df/CloawhOwink+PF0u/LS40is2FUCI41q7gxYYhq1wnQjO7NN9yxhiev7OOnP/wIfvUvvl7q+LKQFqtBKWN40/wqQVi+0WHW2Oq6uRZBFoYbZ0mKm+uTAaqLwQSlwQtoKanRC+liSY1WvKRYmlBq7AibIRG2ke3xAoBBwQkA88b4JxRACHkMgHLVpZS+eupHtEDwAhrbWS83WKTESsPO/R5dJ4hLjXOqyIOI8bKMSmGpcZQFVvD1YQijQqZiyBaLYIAxXpZBchvsBy5jCTiqpoHtAvEgA5+9j1Fho0kcP8SFzR5OLdcnfq95gVIq+IJKJNeXNNf7AcVqo/zuPGmuB4CVhoXtroubV/KfB9EG8JZXnMRbXnESH3noBXz2/Eap48uCmyI1sty89HgAfziHdXEXma2um6uYkC3WZeIkxPc6DOZ6L5Iai0jlQMR4Vc2FkFTFOZkc7Zo5UYiqzCcGZDNeh01qTC28ALxtLkexoHASi30Rg31X8JHMsxPODynMCoFZKc54MV9PcZbD8/lirf73P/SlC3jTXeu4da0hP4ZwNAS2WR39fH/g4ablWu7dFA8+5ahZxYy3fXf0Pg3bwOWdPvYdfyF2nCoEIUWFsGKz6AOaS42liuioeCvPeAVjhddqY3IPpmgD4Jj15igIKQJFpy7Aioe6xcZZ8c1TElw2LiP7zhpbXRdeQOEH4XB2ogxJlgpA4SYkN4gv/LZZrIFmnvAjc/3TB9jV+MVntzDwAnzrS48Xfg9gNIVARLs62aBs2aYKyNPVyP7ssERKpBZelNLn53Ugiwgv4SUpUniJ1Cl/oIYhHbbczgp+EI4Yr8KMFS3lC/JDiqadvhv7yJcvYaVhKwsvL2qdT77H/sDHXcdb2M+5mxpE3YgcRWQISikGfjBkzuqWgaeuspDIRdhxquCHFKZRgWWQMck2LwLhWqCUDkd6TPJ6SllhU7qrMRhfrFebFrZ7k3mzuhJZoz7jyJeszk6+8FAwOVK8ZoFRh3LVrCy8uZ4QxhC3Ugov1w/HuthqUdTLpM/J5Migqmlgp784Mzhl8HicRMFrzg1CtKrlcrw+9/QGdnpe+cJL6vGaTGpkBv3x68UySHqOl3+4GK+8AarfTAj5EiGkQwhxCSEBIWRv1gd30HATu7GijBeXMyoVwrxFc2BH+GJrllhsh51skgd8HhnBDdhg5bSFtuv4qe/lBaxdWixseDbaequaezeVZLyq1uTGW8cPYVUqQxaibhv42tV9nFquLbTHywtCWLwIL8x4haMu2QKFOH+9ndGdlAfJBRYAluv2RNIxC3LF2EN+1p3HWZ2+3GxeNQ3pfeGF7Boss6ECio+oyQPHDzDwA6w27MzvUiZPVSoENXPyApiNDBrd43bBeazzBJcay4wM4p+5aCHuBaF0HF4Y0omYfFnRNGlXo5smNaZNeyg5emneyNvV+BsA3gngHIA6gP8RwK+nvYAQUiOEfJEQ8ggh5HFCyL+Mfr5GCPkEIeRc9OtqmQ8wS0yD8eq6QWxXLcYQzBJBTGosLi/JCq+vXd3D33v/FzJfz9PO0xbaruOnPpxHVPro7+wPPLSq5kQZMX0viNHgRcz1jsfYN46GzRivMydaC114+QEtzX76AYVZYsFn0ncl06uRB8muRgBYbVjYmaAbUczXEzF7xotL5/J/g2/2VF23/FyaRrk5rN/9K3+F7Rl1b3IfbN2SF48iVAttkc7GpExVPQQ5Xn7IzPVlRgaZBincpQ2w703Wefjpr9/AT/5h/sHTyQBbgA3KnqSrUXZvAzzHiyrjg3gj12GZJpJ7ViOl9DwAg1IaUEp/F8B3ZLzEAfCdlNLXAHgtgO8hhHwzgPcCuJ9SejeA+6PfLyS8IOnxmtxH0nF8NAW5oDGnsUG+aK4v0dUoM2Rvdlxc3Orlen2WR6zrBsqbZWgKT2Ru7Q98tGvWRENYB26AuhWXISZ9ULEoCeFcWiaeuraPl55sL/QD3gtHHa5FIwgYg1q8eGNeHzKdOAmJD2S1YWNngntTNNaLmBfjpbr2uLm4qvAg+gE7D3aJbmWAeWUvX90AACAASURBVLBmNZtys+PiWNPO5ZdzJYs1wIbYT7wxSlwXh2G6hBeEpeIkvIDCSinU84AVXuP3ztW9AS5uZz/nxfdJNkq0q5MNymZy5fj1QEh6JuXQXL/g55sjb+HVI4TYAB4mhPwCIeSnADTTXkAZOtFvreg/CuDtAO6Nfn4vgHdMftjzATPXj3bEy3VLSsmmoZfwkcwry8uPpB0mNZZIK7fNscKt6/jY6mbnJrlBiGYexkvxgOUNArVEYnrH8dGumWjXrNw0tlxqnOw89BM+sbpt4LnNLu4+0VpoSSMI+WJdXGr0Qy41FusU4wuEbZTPVpIZslcak3m8usIUAxGzZrz4vaCUGqPioabYGPjDIrpcAev64cw+53bPxWrEeGVLjXKGowjjlbwuiuaBzRNsZJA5TPnf7Xn4k0cuT/D6EGaFRBvJ4j4x2bq23XNxfT9/RIsqub7jTGABUDBeAFJtCt4RlRp/OPq7/wuALoBbAXxf1osIIQYh5GEA1wF8glL6IICTlNIrABD9ekLx2vcQQs4SQs7euHEj52FOFzKpcWfCCAI2mFlkvOYzNogxXhWYlWKMVxh1X8niJLrR8WflJvkBRaOqZrzCkKLnBsqbxRNYErGw2Rt4UeGVX2oceOG4uX7CAmDgBaiZ8XNJKXD3ycWXGplMWDzag0lcFdgFPV5+yBYIawot/m4w3j210rAnujdlxnrg4Bkv5lOKGC9JMT8MRi4xkWKUFTabz7nZdbHWslGzsuV8VRdbkefkdtfFWnMU9VMvmIA/T3CPFz/OL1/cxr/5s6/lfj338qqulzxw/FDKSu30PGx0nNxWFXlyfYGuRkUzRppNwY2ayRb9fHPkLbzeQSkdUEr3KKX/klL608gRNRHJkq8FcAuANxBC/lreA6OUvp9Seg+l9J7jx8t1WxTFNMz1Sd171jtqDu7xsoxiHi9PYDiSi3XHYcd/bS99Pp4XhGjZprLtnRdwql2pF1BYlcpYHs/+wEeraqE1AY2dlAmZx6uA1GjHz6VRIbjjWHOxpcYh+1kpHEHgh5FB3yzGmvlcEpmCuT4ZoApEHq8JGK+OkK8nYl4eL9V34HjByFwvuaZ4owRjL8vNYJ3V59zqOFhr2Kjl+C5VXWxFCuDLO32cWq6N3mNOftqi4FYKPhUFAK7vDXBpp5+76OT3dmmpUcZ4dV1QCmx08t1X6q7GSXK8gjG5kiPNNsMk2/kFlJdF3sLrXZKf/Ujef4RSugPgUwC+B8A1QsgpAIh+vZ73feaNsQDVAoXXIBoxwzEv34EXCCODCvh6+EIpu9i7UYTD9b10xssLKOtqVBQl3aiAU0qNwcg4Ki5UnYGPpUhqzBsnkSy8iuR4McZrdC7rtoGbV+qlc3RmDc6S2EbxCALmLSpurhfZy2kUXuMBqkUYL7W3KDmialrI39UoZzAC3q1cGbcQXNjs4Qff//nMY5h16/1Wz8NaM6e5XiEtNezJF9HLuwOcFgJ05/Gs/Z9//yE89sJuodcOrRQms1KEIcW1PQeUAs/c6OZ7j4jNLiU1+qF07i33TGZtsDlkYbiTDskuynh5Pi0183LeSC28CCHvJIT8CYCXEELuE/77JIDNjNceJ4SsRP9fB/BdAL4G4D6MCrl3Afho2Q8xKyTT0gszXlbcFzSfrsaRx6uYGZozZhKpkRde+9mMV1PiEePgicaDNMbLqEQz1+Jdje2aOdE4ioGb8HgVyPFKZoE1bAO3rTWG3oNZLdZlMSyizeJSoyc0axSRCvkiwx6e5a5/ZXL9JB4vhdTIP+OsCml3KDWmdzXWLPlC6vH70hzfEF3fH+Ch57czi2u+eKnuu7LY6jqs8MpprpcttHXLQG/CRfTyTj9WeM1jUsilnT4eeWGn0Gv5ZkSMGeLP1PPXOxmvjt5jCl2NXsCiVZKb2J2ei3bVzO3zUg7JniC53pWEsHKkjQ3iTQqzuqanjazk+s8BuAJgHcAvCT/fB/BoxmtPAbiXEGKAFXgfppT+KSHk8wA+TAj5RwAuAPj+Qkc+B0wjTmLgxan0usW6Gi9G8/3OnGgVPr5PPnUd3/EyqUVu6PGyjGJDst2oo9OWBNd1HMY4Ze2EfJ7jpXggcDpd9XD0hscQ3+nsD3y0auZENPY0crwGXhh7j7pt4ta1BioRm+T48bFEiwLecl6mw5UX8kU9XrFzmXh4bnVdPL/Zxetuy5csIwtQXamztvW8oZtdRVcjMJK5ZnEuPT8KBM4IUK0QojTXmwaBVZF5LwN4AZsdeudx9XOFv2+ZPMELmz14YYi7JP/OdldkvNLvMVnaOcDOwSSLaM9l0yNWG6MBy/Pw0zpeGCuSHrm4g5tX61hvVVNexcCtFMCI4bu25+DlN7VzF15sU0VQlYRM5wW/Fvf6HpaFAdXbPQ8vvak9EeOVvKfa1cniJGSNMxxZHq/levHu0HkjlfGilD5PKf0UpfSNlNJPC/99mVKa+m1SSh+llL6OUvpqSulfo5T+q+jnm5TSt1BK745+3ZrmB5omkg/4Il2Ng8Ri3LANXNrp44c+8AX83ueeLXxsAy/Au3/3S8oLMZbjVcCEyx/wsrygnhPgzuOtXFJjMyVOgu+EVDcLjzBIjrrZd3ichJV7NyVNrp+0qzGxGH/PN9yEH/zGW6P3mx1LUhZeJEeYksU6L0rnePEYBAlT88mvXcf7/lt+Q7GM8TKNChq2kbsQT+briZilz8sL6FggsAgmvRnKDCp+HkyJd7MX3QtZi/ZQaiwxUPiPvvICPvjgBemfbUaMVy1HV6OK8Zq0aLq8M8Dp5Xosl61hzd7z4/gBnr4x+r5//mNP4lNP5WsG41YKYDQY/PreAG+6az1/4RWGU5EaAYxFSuz0PLzspjau5y28JB6vmlWZKIhV1WwBpIeosiaFxW+m4MibXP99UeDpLiFkjxCy/2JJrhelxnbNRM8LJvLJOAnGq2Eb+K1PPQ2DkInN3SL4TdJVFB5xqbCkxytRuHVcH3ceb+JaBgXNc8BUiwwfIJ7m8RpJjckcL3OiHC+ZuX5SqTH5Hq88vYTX3LrC3q/g7Md5gLec22WkxkBgzYqY66MFInkuAda2Li5eWVA9nFcbdm65UZXjBcxWouKTGNJyvFiAqpwtiuepJbyXUZFxPuO7nIa53vFDZQArZ7zymOtV57JuTyY1Xt7p49RKLfazWXeoAuz4eZEUhBSPX97NbX/wQzpcX3gH6PV9B99y5ljmOeTwIsbLNop3NfJzsNcfPUsppdjtu3jpidaEUmP8XBJCJkqvdwJ5oC6A1E0fH7101OIkfgHA36aULlNKlyilbUrp0iwPbBGQlBorFYJW1ZyYOhUX6+PtKr75rmP4ye+6u9RFwi9kFeMzYqyKMV5eTGocN9ffud7M3Alxj5dql9J1fKy3bOX34A4LhqTUyJLrWVejl8tblWxy4J2SqiTkPO8hoswA6lkjbbHOi0DwaDmK8/nzH3sCjyr8Ll5AYUeFfPJ72u172Oi4ubsSHYUhe6Vh5Q5R7TnyHC8AufKnisINQjTTGK9oEWTxADLGKxx2KycXoZ7ro24ZuRmvMs8fxwuxqSi8NqNYhzzmeln2E8DYqknOwZXdPk4t12M/swwCCnUjw+WdPv7pf34k978hg+OHuLo3wP7Aw7MbHXTdIHeRIW7s67aBrhtgo+PgDS9Zw8WtXq5NErseKoWsE+JnWG/asYKx4/iwjApuXWtMZq6XhJ/mtYRQStPN9Rk5XkdGahRwjVL65EyPZAHhJgJUAaBVNZUskwxJxuvd3/IS3Pvub0TTNksxXvsZhVdQMseLm3hlQY1dx8dL1ls54iRYV2Oa1HisVVVLjUIqczJOYqlmoWYZIJB7YZLoJ8z1hJCx983CIOETE7HIUiPfWZuV4hlansiAKj7n55/ZxJNX5EQ4lxqTHaoAhixVXnnF8cbn+wGsszEv45XM1xMxW6kxu/Cqmtxcr2K8Iu9mmNwQBXjVzct4OuN75O9bprh0/ABbksIrDCl2eICqXckVoDqNkUGXduIdjQC7xxsp5/LKbh8PXdjO/W/I4Pghbl1t4OkbXTx2iXU35u205hsigBWal7b7QwvFTcs1PL+ZnRo/smMUZ9zdIMR6uxojFHZ6HlYbNk60a7iWYSnhkHU1AsznlafwcqNoDJVHM9Xj5YdHp6tRwFlCyIeiLsfv4//N9MgWAMk4CQATyVvAuMfLqBAQQgqNxBCRVXgNu59SRotc2ukr5QImLSmkRifArWt1dBw/9Wb3gnAYOCqTZ7uOj+OtqvLhzFk7FqA6+js8uR7Ifz6S5nqAFUv3PXIZf/741VzM18BTm+cXeSCvKDUWjpMIWUAhkyvl39W1PUf5kGbdV9GsxiB+vrd7Hhp2NlPD4SrkiEmyvJL3pYhZSlReEKKdIjXG4iRkhVfGhujVtyzj/PVOKgs8FcbLD2OFV8fxcXGrh/0BY91ss8IYr4xiwPUDKXtZm7DwurLTx+nl2tjP086l44Wl71nXD/ENp5dw/noHj72wh9vWGvmlRmEkXS2agnGizUz5Z463ct0PXJkoEggtfob1VjXmX2bzNi2cXKrmlxo9eSZbu2ZiP0d6vWp8FEdaRzXP8TpqI4OWAPQAfDeAvxX9lxmgepjB05151wlHqzpZe6zjybujyhZefAyDitbmY2LSpMafu+9xfOTLL0j/zA8pbCOSNCRSY7tmYb1VxY2Um5JJtXJDNcA8KevtFKnRp6OHSozx8tCKCq9WzkiJgRfGwk8B4J3fdBs+/dQN/JMPP4JnNrJzc2TFG0dV0f6/CPBiGVwlpMaUWY1+EGKz4ygjRvyADoM/x6TGnofX3baSv/BSPKBX6ha2uzmHprvqczlLxsv1Q7RqGVJjxPLK7gtewMqkxq7r46blGhpVE1d21Wz0tDxeYuH1x1+5hLf/5mfx6KUdrLVYenzVMjIN/Cp5qjHh8/HK7jjjBaSb9Ad+UOo7CEO2RrziVFR4XdrBm+46lntjzjfHAFC3Knh+s4uTS6x4PHOylcv3yAvxIp7V0XGEWG/ZMXP9ds/FSsPCsVYVu303l+zJNkTj5zLv5lg1PopDxpaPPgPL8TpSHi9K6bsl//0Psz64gwQ3LSZpz+aEUuNAQaXn2Q2mYS+PxyvFXO8HIb7w9KYydNIPRgyFbGfdrBo4sZROQ7PsJrmvh7/PequaMqsxijAY83ixwg8ox3j9zN94BX7z778eL1lv5uqgGiSS60UsttQYKjPZ8oK3vqt2nZtdFyGF8noQh2TLpMZ7bl/LbShWGbJXJhiUPVBsiIDZMl5uwOafuoE8940blFUMRhAVsLL7uuewTs0stmQaAaqOx4oW/j1d2xtgqWbiJ/7wK1htsMIry+PFN7fTGBnEMrxkjJe6s9HxwlLnmR/73SdaOHdtH09c3sMbJyq8RoxXwzbx3GYvxnidu7af/R4hhZUyVD3X5/BDHGtVY+Z6VnjZMCoEa00bGxnj4QB5VyOQf2xQmr8LyAhQjUYvHSmPFyHkpYSQ+wkhX41+/2pCyM/O9tAOFuJNIaJVM3Nr+HyRk71Pzcr2P6Qhr8dLtdg+emkX+46Pnb5cmuHGdpZ8P76zblVNnGxXcSMlRJWbR1VeKrHwki1CvHU+2QnXGQhSYzVfpETWQstT9NPQTyTXi1jkwisY+oJIYY+XH4QwUhiva3sDGBWibLjwomOQsZ87PQ/33LGKc9fyS43yrsb8UmNy4LmImXq8oo2Yalj4cEi2YiHlkq9ZGZeN+eDvMyfyFV5lpUYA2Iq+72t7A/zYt92Fb3vpcZxcYsVD1vfohxQVQmBIPD2TBE1TSnFZYq4HovR6xTFwxqto8LHjs9FVZ0608MD5Day3q7h5pR5j4D/68CV8+uvyeAlupQCYAiIyXi892cbDF3cyiyk/UmVkhfr7/tvX8I7f/Cz+zv/zWTx+WZ2uP5QahePe7XvDTLS8Pi/VuB/W1ZhTalQ0LwFInTXrRgGqR83j9e8B/AwAD2AZXQB+cFYHtQhIRklwtKsTtMYq2C6AS43FF+phV6PiWIbmeMkDGgAeOLeBE+0qdvsKxizyt1kGgStIjX4QwvVZkOiJpWom48XnPcoWfO7VUiWFj/wLo51OGFJ0XR9NW/R4Zd/UadJS0zbQ9/IVb6rFumrKu9AWAZ7AkhQJ0wWic1mRB+oCjOm6O6X13I9mDMrO9U7PxatvXsFGx8nFcijjJJo2tnOODUprlJi1x8s2uddNXXipJiuITQ7JuZs9N0DTNlnhlcIeOn6Adq1ccw8vCLY6vPBycNNSDb/4/a/BL/zd1wDI/h7Tno8NO79fZ7vnoWoa8qHnKR2q/Pst3g3ICo3bjzXhhxSvunl5jN353PlNfPl5uYGfn0t+nNf2nGHR+qqbl/Gym9r4ufueSD0GsWlF/BxeEOIPvvA8/tl/9zIca1bxaMpYIzeSGsXn6HbXGzKXJ5equbK8lF2NOWfqpoWnAtk5Xst182hJjQAalNIvJn4220jgA0YySoJjEqkxjWVRjQTJi/2Bh7plpDJeqgBUAHjg/Ab+5qtOKZP4uTyVlBq70cOdEIKT7VpqZyMvnFSdcDw9XDVTjcu9YuHVcX00bHO4S27V8sV7pPmzGraZi/EaeKNmgSTKmFtnDS7zlZEasyIpru8P8MrTS9joONJGBT7rMfnwdP2Q7VbrJl6y3sw1o04lSSzXJ2O8lAxoClNDKc0clZUGPtRYlE22u+7w/4fmekU8gOi1G2O8HB+Naj7Ga7lulZPZ/BAN2xgyXtf3HRxvV2EaFSxHTEktw06RFpY5yYDr5HDs2PukMGd8kS66WHOvoW1WcPuxRlR4xT3A2z13LJiUg18LAIYdticixqtSIfilH3gtzj63hT948HnlMXhhOPaMBICvXNjB7esNvOnMOl6ekj4fhhReQCNzffy4eYr9iaVaZmYjoC6k887UTbseAMA21JE9ns8k/JCi8DNunshbeG0QQu4CQAGAEPLfg40SOrJQVd+tan6pMZ3xKi81nlqppXi8otl6kuT6ruPj8Uu7eOsrTyoLL9fnw3gThVf0cAeAk0u11I6XeFq5rPBinhTVXDafd8IZI9llX5AZAWCpZuViIJm5XvGQz8lw9N0MxmtBCy+PR4sUnNtJKR3meFmKXee1PQe3rjbQrlnSfKfhAmHEZzXu9Fws120QQnBXRsEAsIUioHQs5gVgAap5B2UPUs5lGkvy+OU9/Oi9Z3P9GzK4QkQKv15+9qNfxcefuApADFBVmOuDMJonScbiJDjjddtaAxe31FEEfLxKWXP9qeUatrrs/r++NxjKZBxZeWhpnp5JQmyv7A5ws8RYD3CpUWWuL+d1E83gf/f1t+DbX3ZiLLNqp+/FChoR3EoBYHgtco8XwNaaX/l7r8Vv/OV55TEMh2QnNvIPnN/Am88cB4DUzkQe4bBUsyRSoz08pnyM1/isRiC/D9cN5F2RHJaptkpwomSWNoFpIm/h9eMAfhvAywkhlwD8YwD/08yOagGgYrwmSeHNYrwGJRbqjuPj9HJdeSw8KdyUyEtffHYLr7plGSeXasoRSNzYbiVm84nDhZnUmN49xUMzZUUJlwxVD2gukYlzyDqJwivvTZ0mLTVzGnkHfkqA6oIn1/N060JTDKIinhA1a3Z9b4ATS1WcaMuvCdGvJ+5adwQvSZ4Wej5DVBwNwzFJcn2aXy9t0d8beBMFKCcxDCYWvofdnjcsGEcBquocL0vRsNJ1WdNL1mbE9cPSKd+s8Kpjq+vB9UPsDTwca9qxv8PT2NXvIfcEAVCy4DLIUuvF90kz1wPF88xcYWP9499xBi+7qY2WbaLn+giiongnJ+PF14lk8XrrWiP1+cbZ7GRX4wPnbuDNZ9YBMMZKVTjxZ/RS3RzralxtWsNjyhoPB7DvU7Vm5rGDqF7PUU0JUOXPhZo12YzPg0LersZnKKXfBeA4gJcD+HYAb57hcR043GA8PBXgcRL5dtWqLg+AGe4JitOiewMPNy3X0FEUDEHAJYnx3KXPnt/Am8+sY6WhHvo9HBmUYKvEUSsn2uk3JM8CUzNebKGo2/Lup+HIIMMY7nR4aj0HT69PA6U0XVqyzeG4lTSkDU5WeXLygFKKX/r4U4VNvlkIhO7SwnMWI2nXFlizD3zmmWEO3PV9ByfbNZxYqkkjRvjIoaTUuN1lbesAcPfJ7MKLG5plWGla2M3JeKWa61MKr74bpBbplFL8yie+rjyXXsTyiLEaHccfLq58MVfOahSlxgSTzbsam1UDXddXHoPjqxmv//T551LZstF7BEPGa6Pj4FizOtYBnsVapTFek3Q1qoz1AFBPScDnMmjaMf7KJ76uzPiTxR9UKgRN20Q3OvbtnpeyuY17vAA22UQE3xQqr6foPcQGpL2Bh6eu7uOeO9jQebYZUuTrRZ9hqWYlpEYPK4LH61oOeV0tNeb0eAVsTqkK6SOD2LVUtyuHn/EihCwRQn6GEPIbhJC3gmV5vQvAeQA/MI8DPCh4/nh4KsA9XvlO7MAPUFUs1AByzTJTYX/g49RyLYXxUg/Jvrjdw13HW8Oh37Kb2otGUdiJi53LGQCnsNU3pD+cI0akO5VONKtR5ecQF2te1IhREgByDcr2AgoCeXcpEJnrcxReTtRUIEMZqfH5zR5+/S/PT5QPNwm4V66o1OhFfj+AP/zY9fJ7n3sOn39mEwDraju5VMNJFeMlLBDitSA+4G9ba+Didvqin+YDaUdzP7M+I6WUjfJSPOTTJLKeG6CXcv/3vQC/dv85JcvCWQ6RIe06/nDzMApQVTBevNtYsqHqRv5HM8q+Ux0D93jJNjsfOnsRv/vZ55Sfj8PxQpxaqWOr60bnvjr2d+oZDUQqMzYwmdS4J8hiSaQxZ/yZomLl+i47l6qiQRUYyuVGSil2e57y9Xxjyo9zvWWPPaP4xlU93SOMcrxGUuMXnt7E629fjbFoKmWCX2/cm8bXgt2ei5XI47Vczyfhq7sarVyMl6so3DjS4yTYM24eg9GngSzG6z8BeBmAxwD8KICPA/h+AO+glL59xsd2oODUZRKTxEkMUuQMIJuKT0PH8XFquZ4RJyE31/PFji+EMrZnuFhX4sn3HUFqXG3Y6DqBUmJzBVlFGqAavZfqIesF4yOD9p3JpcY0Yz3A56TlMOinMl7qh0IWHo1GjeT1J4nwFHlQIobm+mh81KTMWhAZ4wHEJK6trjvslrq25zCpUdHpOkzPT1yPbLwMe8CfWq6nBn8C6igJgI2IYQb79O+R+6hUo0nSCq++G6CXEkGwGXX5qRpw3IDlLomMV9fxh/cxY4EMZSAmb1KwEt5LSmlsDFKrpg56doMQyw25uX637+EjX34h14xFxni50bkfl/qyNpZpgZm2UcltlGZeUXUBpxq2zRkvVXHIs6tUUmF6YKiHnhvADcIUqZFZKQD2XR1vy+XSVtVUPp/49SBu/B44v4FviWRGgLFoW113KH/GPkN0DkyjgpqwFmz3RsXsUg6pkG9mZAxmsuFAhawAVVXhFYQUIWXrXS0tPmSBmLCswutOSumPUEp/G8A7AdwD4G2U0odnf2gHi/Q4iZxSox9mMl5F5an9gZfKeHlhGHlBxuMkdnveUL9frsvlRp4xkzRTs05E9pkqFYL1lq2UG7lUyFrf4xd9EFI4PlsoaoqFTuys5DfcXt+LMV6sqzFjoU0JPgUYi5mH8Rr4s0mu/2qJwutf/ckT+Jk/eiy1mOLm+sqQAZ2s8OLGeABD6XngBei5Ab56aRd+EGKn5+JY044aLsaLJzE9P+nx4ozXsaaNjuOn+4IULAPHcop8zpHWJAGksy3cv6NiN7nHTD3Ka9zj1XWDmNRoR7MaZR2BQ6nRjG+IHJ+b7tl3k9bCP2K8xj/Dbs/DHcca+P8eS++dcvwAN0WF1/X9QcwUzlGNrhXZgi9+VhkIIbk7G3sR0ydDnjgJ1Z/fyCi81J4mFimx3XPRsA211Chs7m9ba+BNdx2T/r00lUXsauSf54vPbuGNd47eyzIqWGlY2JSEoIpy71KkgAQhRcfxsVTnIdXZAaheQGEQMtygicgbJ5HFeMkiVNi/zT4Du2YqUo+XF4R44/99/8IUX1mF1/CKoZQGAJ6llGbH6R4BeIH8IphEanQyGa9yUuNNy/KuRu5JqAwDUJOMl4uVOlvsVC34nG1KSo2iuR6IjJuShZY/bI3hmBi5LEIIQUPh8fI4OyDs5ra7Ltaao8KrmSPvJ4vxatjGFDxexaXGR1/YgW1UchvDRVzfH+CPvnIJv/8Fdct5EIbDnXURn5cf0GF8B/d4bXVd1C0Dj13axY2Og7WmDdOoKMMW/egYkt8TH00CsOv11HINl3f6ymNJY7wAdj1keYOYsT6l8EqTGqPrVPXnvKMzTWq0hdl6lNKY1Mh3/WrGaxRsPHZfCsVkKyX2xvVDtKomvDCMbcqCkKLrBvixb7sLH3zwgvS1wIjd4IzX9T1nzBQOsOKpZqrT63lKvwp5u427ThD77CKyRgYBao/XRuRVVHUlqjxNrSjrcafn4dbVBjqOL/WJecKQ7FeeXsK/eNsrpf9O01afy2RXox+EeHaji5eebMf+3nHFfcmuN/bdtaNN7G7fQ7sWj+zJYqzSzmXe5Pqs60HFePEGAYBFA8nuvec3e9hOkX3njazC6zWEkL3ov30Ar+b/TwjZS3shIeRWQsgnCSFPEkIeJ4T8ZPTzNULIJwgh56JfV6f1YaYJFeM1yazGLMYrbaTG3sDDxx6V7zqDkGLgBTi5JC+8uL8LwJivh1I6HIAKsF2OlPESM7hi5vogZm5n4XoqM3UkT6WMHeLfg8rjxRdrfsNtdl2sNUe767SuJQ5mrE95wFsG+hmLNZ/LpnowqMzQWQhDiscv7eGeO1YLFV4dx8f/+bdeiV+7/xwevrgj/Tu+IBWaktmbWRDb3rnHa6vr4o71JuqWgbPPbeNE0yiZFAAAIABJREFU5PFR+f5iOV5inEQ37s85tVxLnzOYIUfkSTxPM9bz91DKFdF7q6QfHiiah/Fy/BCOH8IP6bi5XpHj5Q0bJRhzyZlOJjPGm06UUmP0b9QTndX7Azas/K2vPIkLWz3lyBrObhxvVVM9XkD6d5nFcOQ12HddHw1JeCr/99O6Gpdqprrwis6lWmpUD4XeG7BO1WMtGw3blDZBeYo1JgnVuaSUDkOq+Ybm4nYfx9vVsetbdV+yooWtFdxgvyP4uwDmgXX8cEw5ib1PylrXqrLNkKpJQXyPtABV1QQUzw9hmaMmBdn55E07s/LRTorUs04pNSilS9F/bUqpKfz/UsZ7+wD+CaX0FQC+GcCPE0JeCeC9AO6nlN4N4P7o9wsHL1Dr1Xmnz+fzeMkv5icu7+HX//Kc9M86A8Y6JQ2RHLyLDcBYWnnPDZgWHt0k3GCfhCeYeMXXd504rX9CEaIqfn+ywchsl2pG34P8ZhEX6+GIkq4ba1vP83BOS60HGIuZtVhn+YKKdjU+t9nFUt3CncebhaTGzsDHN5xexve9/hZ87ukN6d/hfj2AnQtPMTRdBV+UGqMpBPw8vOqWZdz/5DWcjPwpJxSt5/wYkl2NO/34Q/70Sh2X0hivjIdznushLeYFSA9Q5deJionhxbOabYp/D/zvDQuvmLle1enLoj3Myshgz6MkOJJ5UiIcPxhmHokbv92+h+W6Bcuo4BtfsoYnr8oLL85MrDRs7A18XNkd4ITCn5S2ucxiL/NucpNsn4i0BHzHD7DSsJXHN/R4KaTCPFLjasNW+lB9oWklDY2qIb2exJgXXnidv97BmROtsb97UsF4ecJGZqnOTPBiwwvAmMumrQ7rBtIzK40Kk41VHfgcacUbAGUQt/h8U60lfOB43iioWSNvjtfEoJReoZR+Ofr/fQBPArgZwNsB3Bv9tXsBvGNWx1AGbjCqokU0qyx6II9B2fHD1Ad8mtTYdwOlV2Vv4KFdZaN2zAoZ2xmLXWjJrkbmqRktdCsKxkuUGmMer8QDnrUay8zUIxo9KVcCcclSKTWG0cggY7QIsXwZsfDKLprSoiQAbq4vx5KoGIosPHZpF6+6eXmi8E8RnchzxwpodaabUUZqDGn89T4rvFabNl518zI++dSNobn6eKuKjY4z5usZ+vUMdVcjAJxeruPKTnHGq5njemCZbsUkLi41qq4XLjWmMl5DKTFA1wlACLDvCDleRjSrUVLI8xmsAGMv+b3ddcYZL7XBf+QjEz8nL7yA9LmXnMk3KgRLNRNfv7Y/ZDyTSGsgYnE76ntK5T9NoucG0nFBQHoRPfACrDTUeWYbHQdmhai9cgpz/VJUaO30PSw3rIhJUjxjU65ljqaiABVjXqqWAccLWOF1fLzwUmUuisXv0pCpGzW8cGTJhWmFV57X8/dIHRmkGD0XHzYuX0sOFeM1LRBC7gDwOgAPAjhJKb0CsOIMwAnFa95DCDlLCDl744Z8yOgswaTG8d0IL3byzDkbZBiBaym7wV5K4cVmHHLj4/huKggoDGO8/R/guUmjhS7NXM/nLCa9JK2kx0shNfKbQZY4PC41yqh4Omy9H0qNnTjjlccH4nhhatHEfGLZLEkaayam60+Cr17axatuWcZy3SosNbaqFjPGpnRPlZEaxXNpR+dSZLx2+97QXG2bFSzXLWx2ncR7RJMQovfhssWOENQIMMbryq6a8crK+qnbRmrcAwD03fTrIW2x5teailXb7rowKkRthh56vNgi0okGxfOdOF/AODOZlGfE3b14b/eSjFeG1MiLOxnjBaRPARAlwtWmzTLcJB4vgN+f6tDLtIU2b+HFGK8CUqMfYqVhK49vs+PitmONic31POtxp8sKmKW6qVQVrByMV0sx0oxvTIGRDHfu+r6U8VJ5ccfN9T4efHYLpxKTALK6x1Wp9fHXp5/LzJFBOTxeqvN9/npn2LyzCJh54UUIaQH4CIB/TClN9YWJoJS+n1J6D6X0nuPHj8/uABXwAppiFjSHO9Q0DLxsxktdePnoufJMInFsjuwBm/R4xRivnhfbzagebqOFMik1xneXqi42V3ioyGZsiUGsqodzjCWJYhPGGa/0sEggp7k+a7HOYM2KMl6PviAyXgUKr4GPVs0c7rJlEM31ql1jGgLBBMwL8a0uk1FedfMygHji9vH2uO+PS2QAYvEiOz1v2OgBAKdWaqWkxjxTCDLN9WmMV/Teaeb6U8s1Jds09HhFzF/X9XHTUm2Y++RGMiAhRHqu/LFMtRHjJRYfaYZobuBP+q92BTY8bSMgshvHmjbMCsGaIkerZqZ7vNIW2rSAZw4eo6EqpNNyvAZegNWGenTSjY6DO9ebKeZ6tceLSY3Mv8jG8SgYqxwer2ZV3jAiqgq8GeNppdQo9+KK56BdM/HRhy/hY49ewU+/9aWSz6Q+F44XKqcQANE6k8Hop3logZHNIQlxYyjrkA9DiqdvdPDaW1dyh5/PGjMtvAghFljR9QeU0j+KfnyNEHIq+vNTAK7P8hiKwvUDpfGRd61kIatLo6aYxwaMMkdkD579gTcsvGRDu/m4IABR95OQm9R3Y1Kjqv2ee7ySF3snyXiljIjhNLqU8XJHUqNKcuXFX6VCYBDmZ9nsurGHPGMg04uetG5EIF9YY5YvqIjHKwwpnri8xwqvpoWdHLv75Ov7XoCGZSjlDCD+gJclnmfBC0byFpMaKbZ6LtZaNtZbVZxersXM1bJi3E/4Dt2oo09s9AAiqTHDXJ/eCWcqc5s4+hnxIrXIXyUr5ntugHZNPelgu+vitrVGKtvEWFxmWO46PlYaFoyIRRelH1lnox9SGMNzOdoU9dx4t3FWnMTI4zV6/7yMl8hurDZsHG+Pp9ZzpN1bWc9HVeNP7LMEISqEKAu4hm2gp5jV6PghVhRBsgCTGu883lKb6xUBsFxW2+mzQdNLKh9tFNmThVZV7q/yg9Fzvmqy+JGnb3TlhddSTZo+7woM8lLNwlcv7+G3/sHrsd6KS8dZkRBZUmMe9tLxgkKMl+dTWCb7HmWewsu7fbSqJksBOOoeL8KGqf0OgCcppb8s/NF9YOn3iH796KyOoQy8gCp31q1avkiJLMaLjcqRL4KcLpU9/PYHPlqR1Ci7IcT2/2SOV9JTw24I+W7KNrPjJFSDssVdSDVarEV0BOZMpcv7AoVcNVncgkHI2O62UU3vZMtiq9LatTkGGZ2RRboar+wNULcNrDZtLNdtbE/o8eKRHJUKGZu1JsILBXnKLNLVGI+jcIMQW51RAfzPv/eV+Ou3j5qT15o2trrxY+FTCIDouwqCsUYPADi9wuIkVAxmFkvSyCE1ZsnGlSg7TnZvDrwA662qUpre6rq4dbWRHqAqMl4RU9WuWdh3vBijV5Nkw4nnQoyU6ArhqUC2x6vKPV4JxotnN602Uxgvgd041rKl4akcaax+1rnMw5L0nAANRXgqkM5eMo+XrfzzjX0HL1lvqs31iuPnjQ07Q8ZLzhb5KWuMCNnmGkjc19Ekg5plxJ7vHKpgY9FX9d3fcBN+90e+Ea++ZWXs72VNCOENGyrkKbyymi1kTVr8daLHK7kW8IYDxgIfjhyvMvgWAD8M4DsJIQ9H//1NAO8D8FZCyDkAb41+v3BQmesBtlDnkRqdlKHKQLbHC1AwXkJ6uywVWJSGTCOe48V9BxzKOImINbMMWXL96EG32rDQc4Kxz+EJxk+ZobsnSo0qj5ewWNtmBVd2B1hrjj9UGorXc2QttDWLFROqoEcg8gVlMV4TSo0XNnu4/VgDQLqZWQWRfUxnvEbmerNSTmrkhfhWzx2ei+999anYw54tduObgaFPLHqAigOyOdo1CwYhSnknS47IEy+SdT0Aap9Xzw1wrGkrN15bPRe3rtWVjJgXLS589843Mu2aOSwyODtZlXQ9i+ylOAO154wzXukeL2Msr2y3N2K8VlIZr9E5WGvaOCkJT+VI7WrMU3hlLNZdV+3vArK6GkNmrpdsmBw/QN8LcOuqekh1+mxCbzhouq2QGrmqkAVmrpdvTPl9yTsbz5xoSt9jvVXFdtcdi4QQz8FL1puxxHvZZ1Ihq1EiD3uZNkIKiF/vIsRNvuy+PX+9g7tPtFj4+YJIjeortiQopQ8AUF1Vb5nVvzstpHlJ2rV8UuMg42KsmeqBnvznssU0KTUmL6aYx6sSn+m23fNwemW0Q2W7yvEF3/XZYmtESedhSFGpkNisRoDd8MfbVdzYd3DrWmP4c0/YvVhmZWzMkmiIZWMeFJlFxohKv7o7wLGWpPDKiIMYeAHqtvoBTwhBI7phW4ruqEypsYDH6+JWb/idrTbs4cDpvOD+LiAyxqbO7RwVPWl5PDJ44uvNkcdLdi4A7rNKMDWCN4kXHT03wLJkd35qpYbLu30sJ4oyIA/jlSNANSO5HlAXXn03wC2rdUX8SYj9gY/TK3V8/Zp82DdfJKpmBfsDb9iV2q6ZuNFxYp9NFimRvLf5pmqM8Urx/A2lRns8TuK2aCOwoghWBuJS46nlemqjUWpyfGRuVyFP4dVLfG7pvx+NeGIizAi8q1F2fJsdtrFYaaibVlh35/i1uBRJjQMvwHLdxlLdVEas5PN4yeMk2Mgh8XqpSGVGgKfX29jsujE/pifkeKWBTQgpJzWqNobie2RKjYrCa8gSS6Ttp2908MpTS/BDihsSdeYgMJeuxsOINNozbXaWCNWNyVFLlRrZ+8s9Xj7aVdFcL1vkxByveG4S39UC6jgJPxyNYRCzn5JSI8Bo7HFPj7DQSijijjBfrW4Z0jEPoqximxVc3e1Lh+FmsRxZ5nog8galUOlZ71FkVuPzW13cvsZ2qEt1C103SGXdkhDnZmYxXjGpUTJ2Iw3izppLGtuRuV6Guj3ugfJExit6gCYbPThOr9SV6fWZ5voM2Rng5vr0R5+MtQPYQr/eqkoXwp3II9WuWWpzfeTxkjFemx039tlk0xB8wRdkCvdVsrMvV5yEOS41ih4vlfTN2A12nO98w2147994ufTvAYxNVnu8yjNeHUcdngpgOK82+T3y9P2Vui09vo2Og/VWNTLGq71usmuxVWWKyHYUy6B6D9FKkQaVFcJPeMSqliGNkuCQ+XGzNjIcSzmkxrIer6x72zKIIsdr9HxrSAr989c7uOtEKzovR9zjddjBH5AyNHOa61mcRLqJN01qrFuG9GLtDEZxEi0J+yZ6vEwjPptvpxdPClfGSQR0bLEFxs31gDycjwVFjhgveZzEyOMlM8AmF+sre4NYlASHSqrk6LvpXjsge8HOZa6f0ON1YauP246xtm2jQtCqmrna5zk6zqgAr1mV4fzLJHyBOUyOmuHgRn8ZksZ4x2NRJ7KiCWCM15jUGMZlYyY1you3U8t1XFYY7LO8JFnXAhB5L7MYL0Wnbc/1caxVlV4rW13GkjQVZmiAebyGUmMQohOZ4ltVE1tdNxaVIfMNeoHIXo7u7Z7rx7xOmVKjgvHihddSnS20so2AWDCJ8yFlSNtcZnl6cjFeKeOCOGQbM9Z1XYn5Sykd3QO88GrXTLXsrQj85K/ZG/iCuT7dSpEG1UZfnCgBcMarPfb3OGRTRvIWXplSY4ZMmKdD1c0gKlSMl7jWyDx93OPVrmV7eecFXXgpkJYx06rlq5yzDNlpHq+BF+DUci2zq7Flj0uNsfb/xEK7nchN4hJV0szsCR0zZsSa+QEbb5L8TLJwPj9MmusTjJfQhaWSI5KG7Ku7g1iUBEezaqYaqrPM9fwY0ljMfOb6CT1eWz3cJsizq43Jsrw6g1ERTAiJkqflD/ikOT6JLz23hX/4Hx6U/jtiUKNtVrDRcdGsmkqZRLbQxQsGdk1e3R3guMQfdPOKel5jZoBqjikEZTxefS/AektuyObyVBojHpvV6IXDXLx2jQ0xFlmDmjVetASCodosESehMtfzwotvBGQsaha7ISItE01kzmRYqdu5PF6qAdkcMg/oIGoQELsur+4N8PbffABdx8dGh0npqukggDrws11jRUbDNmAaFSY9SrxFopUiDar5wCLTAwD/8I234zW3Livf51irOpavx9a59HsByNHV6AWZcRJZXduOH6CaNjLIkPtoeSgxMN4hvz/w4PghjreqaFXTWbt5QhdeCognM4l2Co0vImsXULfVcRI9N8BNysIrznglb0pR5kvmcDEDbTyOoWZWxi5I8abmizVLxzbGvBInl8YZL29M3hpnvFrRDl22wAAJQ3aKub5uG6kRAnkW2rS8H/YeGeZ6RdJ4GkSPF5BuaJZhPyH7LtXkC2VsyLUZvx44Hji/gY2Oq5j9KUqN7FqQMY8cdUl6vJ+4nvh4k7sknpRTy3VcURReTgZLkmtWY8YIKf4ZkgWDFzVgLNctaWG13WOdnqqFkr/HcFZjEDLGJpIaN7purBCRM15hrGN5aK53/ZjXqZ2H8UpI/Lv9eKaaaiOQ9VwTkTUyqKw8lQyOlR6DpGua+9TEZ89214MXUHzx2S1sdBwcb1VhRs9HWbOEykrCh5xzNpcFqMrjIPIEqKq6Gv1E4faeb71ruC7IIAtBzc94WakqzzTOZdaxyNYRIO7xSl5vGx0X660qG3tUNY5+nMRhh+unxEnkzfHKYrxSwgVTCy9B7lPFSZiSsSIAhr4DEbKbgg1fHUkaXkDRccdlRoB5B5IeL9E4ahtGjGUJQorLO/3hQ0I1X09kzWyDMV6ywqtpG6n+rEHGuB9gNApKhSzWjCfXy3bGV3cH+Ld//rXYz/YHHvpugONCXs7KhJ2NXaG7FVAb7PNIjZ85twGjQnBxqzf+eqEA5sWTjHnkkIWYisfApUbVeJNTKzVcVowNmsasxqzxTwBQtypjcmnfY2N5mopOuc0uyzZLk/mSAapDc33VxFbHHTfXS7oaR+dilNHXTQyvT7ND8O+wbleUjBfANgIyn1cWuyEiLc7BVXikOLg0lOZ7TI5KkkE2VszxQtSsSoxt5/feZ85tYGPfHWZZqXK43BTmr10zh8/ZttLjRVNlWg7V9ZS3K3J0TOPPhyyf3ei1WYxX+fFPqhFMHKo4iZjHy44rF0wytoefQTNeC440/0Ezp0kvz6xGlf+h7wa4aammzPGKx0mMS43DXbEQoBqGdOg7ECFr9RVlPstkUqPMWA9EWV4SxssWFmtXyI76t3/+FNZbVbzuVpYXowpZdMVkZstQFl5Z8xpzmestuZk69h4pi7UZNSL4kkXi6Rsd/OezL8R+xmVGkT1MMzTLIEqNgNpgLxtyLWK37+HctX286a5juCArvBKzHgFIzwOHjHUS40V4I8K56x3cfXK88Fpr2tjpywvQrADVPLMa+xneS0AukfFuyOTDnWO7O2K8ZBsBSulw5A/vguVSWbvGxizFCi9Jp2wQxmNafJHxEq6Fhs08h8kOVkrp0EYhPn+CkA7DYTmYL0fFeOVbOtI2l1nNR5UUuZOj56oHZHMw35+M8arE7B7bPQ+nl2v47PkNtmC3I8ZKUTilfQ/tmjXs2FQx0W5Oj5eqqzFv4caxJPEDZ/nsOFpVdU4gMKWuRsUIJo7kuDEOV/ge1lo2Njuja3Zj3xkW0FpqPATwMuIk8kiN5WY1+ji1XFPGSSxFbJFM1vBjOV6jANX9gT/0HYiQMl7CxcwiKdSFl8zjFZcaR4v9nzxyGR977DJ+44dePzyOWpSBlZxL50cGWGA06kYmcTUykuf7bvYOPcsblHUuAbXPa3/g4/q+E9v5J2VGYHLGq5OUGhUhqiIDakd0PaUUmx1WLH/+6U389TvWcOZES8p4JecDAlCOiAHk36UvZO1w2ZgQSM8nb8eXIUuOyCM15mFAZeZ6Hl2gYnG4uZ5Hk6jmLBJCUDUqcP1gGCQs62qsSRo2xLRzMSqm68ZN5kxaGX82uNF9WYmCa8XYmqZtxBLoWcSJjOnJLzXWFOHI/H2y/EWqyRocyRFmMsjOFw+3Fjd9O30Xb757HVf3Bnjyyt5wwVYZ7NO+h3bNHE5k4En2STY8b+HUiKYxjD0fcybfczB1JLHB9vPFSaTdk0BUyKY8Y/nmPm20W54iMDl7GOCNcOx17aoJSkfDsFkBzc6jlhoPAcQ03CTyVs7ZjFfayKAQNy3X5V2Nzii/SdYiOzbPLbphmcw4vtCtNMZ3IyKNzUa8MLasLXnIrbeq2OjIhyIDcXP9L3/i6/jlH3htjDGpRPMYx1rnE7PIALnExWYtFg9QBdjDOU1qzLNYsxEv4+/BH3YvbI+KmqSxHmBm4kk8XuJ1AADtqtpcL3q0/IDiM+c28B2/+Ck8u9HFA+dv4M1njuG2tQae3xwvvAKhq9GosGy3NUWGFyBnGMTNgG1U8MTlPZw53hrzCwJqaQfIfjg3c+R45TPXj79Pz/VRtwylLM0LL17UJH2HXqL45HESraqJVs3EZtcdY7ykAari+CYhQDUZq9CqmugkPoMo1Yqs3m7fG8tNW0n1eOU316uecXlkriyJKo/HS9bswTdSPEuRj6861qrijXcew7nrnUypMe17aFXN4bPWNiuwjPFYDfE5nQajQqTMoZfoasxCW1I85WW8smS6LN9fzTJQISR1g5zFZgPysUFiZiQhBCcFIoB7vAD2bJBtiA4CuvBSIM1cn7dyzsd4qXO8ZF2NlNIoTkKQGgfjbJUxnNU4Yrxk/i4g6jjpJQuvuLHdC8KIth1fcGWdP+IiwxkvPwhxabs/HKwsQubNiY0dir5HaZxEHqkxy+OlyG3iyDLXs2OUd93wh50o4z0vpNZzpI1pkUGMkwC4iXd8gRDlKe7xeurqPpYbFt7zH8/iU0/dwJvPHMdtaw2p1Jhse7cM9VBkQD7U1xPZS7OCx6/sKsMem7aBgR9Kg16z2JZaJM+lTiHIVYiPb4r6nPFSdOHywguQG6Lj1/NoVmOzagw74eIer3FzvVjAWoJ/M8l4AXIvqsgYiub6pL8LUHcVZrEbItK6GvMstFmFFwuOzWa8ktcj3xSbRgVmhc2S3Y6merz5bpbePiy8anImOS3aRGS8ALnB3hPm2WZBOpNXYKLzQFY85WEdgVGXrIqxypIJgexIiTyFuG2wcWMikt2dJ5ZqQuHl4Hi0ZlUqBA07XwbnrKELLwVUrcJAZDTMJTVmzGq0DOm4CoDJGrLCq+8FMI1Rdo5MThAXWqNCEFLm79pJzGnkkJvrw5jU6IfhMNsmiarJOh3FokN8KPD4gCtR8rzsO5E9oD3Bm2SbFRgVMpRYRcjM3CLyFE11O33+ZtagbUCdXs8fdiKbJGW8Uroa7/3cc2OsYmeQ7GqUe1HEIpoPLD9/vYMf+9a7cM8dq+i7AV5+Uxu3H2vIzfXC9QQwpiXN4yVjGET20jYr+PrVjrLwIoQo29ezzPWEkNTFHuBerfRHn+w9epHHS1ZYAvHCS2aIdiWMF8/F4xupeIDq+MZMHIxsGqMZqD1JrEJL4v8UGQ5RZpMVXqqNwERdjXZFuSnK01GXFSnRc/IxXskiWtwU1ywDAzdkc2zrNt58Zh0VguEmVRXTkrYJWKpZMXVBdm+Km5EsyAZlM6kx/xLekmRx5e1qtAw2Pk51LvNEjGQV0XkZr6TU6CYk2xPRJBWAFV7HhDUrLWNvntCFlwKMvpTvJlpVdTI1B0tGzma8ZDvnIGQG2LWmDT8MY9Tqha0eTq/UhWMZf8B7wq6YEMLazkMWWLkiYbxkFLQXC1BlUuNm9/9n77zDJKmq/v85HSfnnQ2zkd0FJC1hyVEFBRUEQQmCqCAGxIAZEURFkNdIUF9fEypggleQnxlRgkhQXoII7IKwS9ocZnbyzP39cW5N366u7q6qmd3ZXeo8Tz/TU911+1aduveee873fM/gWLzcL/5dYZHHy2ajLA8wNsbuRcDk6K9L11qXLcKgeFIN1xPGw1ENJ9Y/XL2NcoWyu/uHmNKYL/ImBWK8arNlQeXX3fss/3h2XXG7PjLbckSNReSlNtS4dJUaPpcctxs/e/cBpFLCzNY6nlvfV+ItGvGlrefSqYqhxrqALNMgSoogKonCtQR7GcKERqqVDapWygssnYQP46XPUcaC66t5vErD30MjZgxPk7N4wN5Bi/GyenSvLYiLq9jjpRUlvPnBf1+Cqlq4C60LdQj0eJXNagwfamyvzxeBnYvaqUKGC9Vr/PXEzWp0YCCekb3Bzo9zO+r59XmHjD3z5ZJWKnloPnjkQo7fq2vs/8YAgL27GakmQRtsLRkU3uPVFEQnETLUCJULZYcxxoMiK0V9CePxKhNqdA2vqUUer8EiZ0FYRoLNLYnhVUaGKhDLBbHFl55vSIlU3JGUw3h5hoKIenjcicefgu9hWty49YgPO5BJ6WK7btNQIMYriJXYzUosDjUGG15+423I5+EYHBnl2QqGVznSzayD8SpXoqZaJlv/4Eggw3RxG5VxYmEA+kHp/6Chxl1nNI15k5ROo5+ZrbVF3ysHZgZdGP3eqFI6ierg+kzKoXLobCDnsF3XZNO01mV5KShRwu/xqhBqrLNYiuLQsykKNQIVy5uUA/OGCUeo4Tc+vJ4uxj46CRtqzGcKhMKeGGOKDa9cwIZouABf8Go1eszvHrWKe21aRzXAEz2G8VJOtk0DwSSiZUONXlJLtlAjVQ2vYp2Wq9cYJdQ4rbmGlzb0B+JqJiLU2FulSDbodQZhvMYML7vpWtc7NIYh3XVGAQ7RWC7UWMEAndlaV2TIKtWLb44dLY8j9kt9wAZ7eCQauL6xJlsSqakU2Sk5PwCc77YzHl2OjhaybSuJt4l3xe8FV4xXwePlwmMaqpQ+2lKSGF5lZHB4lGwZj1e5rCVXBoarh6Zqsopl8YsH4oXSh9VbMD3x4tYuiNbFeEGBRHV9b3iP17DP4zU8OsqqnmCMF5RO8kWGmw01BoXXPAnCzfhxQeXCW9W4m8LWaqxMoBrO4xXECt89oIbXs9Zw+s/qTXQ25Uuej0pZjRv6hkq0ALDmAAAgAElEQVTwV/7yTY354J15UaJERipmFM5pq2eZD2Dvf54Wz20t8da54tXHc8Nk7iKRTyt/UldLbbkmYnkZPJmI2p2asFEaavQIhL1MM0829g9r/UPbbkOgh6I41Li+b2hMf54BnfcbXgFeknS6GK+3qQylgnq8is/X++fUSK0UaiwT+o4SaqzJpi05bGlx4jDellAYrxChRr832zUUvLmnHAa2nCe5GmloURuBUYXyZen8ElR7MyzzvdtG4AY7tMerfKHsMMZ4Je+l9ywEJdu44q0lrpRgvBprWOmFGrsHiqI0lYiFt6QkhlcZ0bBA8O0JA9LrD+GOz1tPkj+00z84OrYj9z+sSwO4j/zkdm5ZESiEJNb3DdFSG2R4lcuMLGC8BodNidu2Uh/89AGDw9bwai8TagzA1LiLdS6dpr2M0VeXL280DY2MYqDqBFdfZbGuhteD8uz16vFqZvnaXkZHDXcvXc2BO7SXfK+lLrisxsDwCP1DoyUZhyUYrzJYlBFfRuHjL5XPKJzVVorzcsNbAFeftndFjBeU4u6GRouTNXaYUh8YNvaknJehGsYLKhvixphQJaSaAzwUvYPDY+PST1HgDx3XBeDABoaLx4QxjLHN1+XSpKQY4xVkdLjhJa/guReu9EtDQGipyOBwriE41BgcGoqS1Qhe0fNSQtxqpJsQ7PVzpXeguscr6HlwPV41Fmvrr+rhSRA+a9hSsoQ1fIISX1woRTUJ4o4Ly3zvtjE0YooMlzBeR08qsdeH1WWlbOVK5YI88UL0rvgT4Tx6o77BEYZGTVEC0tZCKZEYXmVkcLiyG7hq7aoQHi8RCcQF9Q4Vyn/o5FvwgmiosbgQqu6mHHyVQ6AKXmajKXKluxLkQh50ioRnvVBjGXA9lIYrB0eKs6+GRgzL1kT0eDmLdT5bPtRYDnMDlnE+xE6qtgwppttOuKzGYIzX1CYtuLuqZ4C7lq4ey5xypSGfYWhktCT87C2+foOoJ2So0b2P2XSKJSuCiUsBpZRYu6no2HCEnbknflzNsON10/Bm+TCjXksZL0MIEG8lQl3P+ElXWbCaAvAobqkhf2havbku9rIUxKte4GJ6FLfWZkM+UxQSDzK8RhxAtVeHVUONAcWag3i8/FmN9nlVoyMsnUR1bJYr05trAktADYTwGFUPNY4EXrsrwQSqhd+uyaboG9TC70ERgabaYGxUWK8fUAIZgWgYrSAPahTDDQrPmGt4VFvn/H0ot+aNN9QYJisSgj1ebpFs8Ai9+8fKPrlzf0O+NNw6GZIYXmWkmhu8tT7H2k3lU//DeLzAc/eXEjXW2l2cm4I7Mmp4Zs0m5nfWF33fn6o84isl4fH9PPp8cAp/YKixqGSQ7jLWbRos63XyP9BFzPWux6uM4dVWn2ON7366XrM37DGdtx80N/Dccun9ELygBEldmFBjGB6voKzG/mEa8llmt9Xx1Koe/v70Gg5eUGp4iUhgZuOG3iG6WmqLgO+DljLBfcY0PBdcE86t3Tk4Msr8MviqOe11LFtbvEgOjxaHGsOIG+4bHTWMGsaMndfvMYNzX7mg4vnlMjTDgevLe7wGhkapCTEug3bnvUOFRd5PYeJ/tutzQXQSxWMKKPJUNdZkq3q83LqbHnP9s2t66WotDdvWB4Qa3fCYm9wT5PHyNgL+zUQY74YrM1pqeWFDscfLGBPKe1k91BhM6uxKkBHfP1TAfdZm06zs7qc2mw40QoKexYGhyqz7fgnyHg5HxHiVhhqjYbygNDIRDVxfHuM1WKUKAShmsFKoMcx6WZbHy5fVuLJ7IBAaE5b8fHNLYniVkWqTQlB9QlfcgV1JgkJsfYMj1LkYr96Cx6O9Pl8CpPXjYfwLZSYtLFvby8a+IV4xramkD0H8Li7GK5MSVnUP0FCTKTtRBIUaxzwcaS3CPWwzNYNkRkstL24oLPgjowZDYbGe2VrHwqmNgecqoWXwYHKZiytJJa8ZeJ6zuFmN6pma3VbHrQ+/yMzWurKew7a6UoN+Q596zFrrsmPZOl4VAXc3FwTg9Rs9nv7KeZxmBXB5uSWHwopr/Hi0IF5fu1pq2bGMLgvXEownCZP5VAnjFYbTDYIX/D5nQ+QPTZcYXgEZhS7GS0RJg4sNr0wxuD6A98ilWMmkhaFRw8PPbWD3rpaSawjKinTnNQ+TODpqAg0vEaG5NlcS6oseaqzhBZ/Hy2XQryTVuJ96B6p7vNrqcyWeO3djXJtL8+KG/hICWU+CCFSjgNJB8XJrfX0YGg5vOAWD601oOgpP/KV/wtJJQPAG3ROv6HglqVSFIGw/wmQ1el7kZ1ZvKplnt/tQo4h8X0RWisijzrE2EfmjiCyxf1s31++PVyoRqIJmTvjrE7oSdnIKYnZ23ee6AOiDsnRlT2AKvn/BHfZhvDIp4S9PrOSgBR2BE50fC2KM0Qney57KpHhxQ19ZYwG8VOXiUKN3/7wJanZ7fdmQ3/Tm4sLIUThuKi20lXBp/jYqEagODI1SU4X7KZcph/EaGjO8bn7weQ5ZUIrv8qQtwJPqLYous7wfWA+WeHRopMgV73Fwefc9V9XwquU5v+EVkSEbisN9cc4vB64PhfGqUP4pTMgYChgvNzOzb9D1eBV71Zat6WV2e8ETHQSGHvTNKflMigYHGO43vBpsdqibPVlU/slWhHj0+Q2BpMTV6CRElBH9hQ19LFnZw7Tm0nGi4cZSGEIUb8/05uJNFYSj9IBiA/jM79/Hg8sKlCqDw6OMGFN1ng0aUy4UpMbWgS0HZQgClUe9B+0NpX1wIQDVpCGAniRqViPouHINuDDjaawPFfgrxx1qDBm+VthKeeZ68Njra3jshY0lEZqtpV7j5vR4/RA42nfsk8BtxpiFwG32/61S/O5LvyhXSAXDa2iEmhADMx9gePUNjVBTZHjpw7p0VU9gCr6/COuID+OVTae4/YlVHBoQ3oKCC9lbZEZGDQJjRlourbX1ymU0ahvFwEu3zmIqJWRSUoSB8YsCcAuTsx/QXUmC0vs98acTl5NyZWBAr2VotPoEFcRcPzKqYO76XIZZbXVsGhwJDDN6oiHX4ueqYHjVj+G8/Pgu0AnHvyv113PLpJVgdEZzsC7a6/Ns6Bsqupdugeuw4hrDUfiKPKkErq/mSa7Llg81hiHCBTWiM6li8k831FjnA9cHebxKQkO+uni5TKoIGO4PNaZSUrToG2OKyGwzaSUt/tcLFQwvP3ZzpHiBq82led91/+TEfbrGaEVcaQ3ItA3j3XBlRkstz/vA9au6B5gSwhPteZueeKmbvz65iuXrCnNEn2Xrr4bfbK/PjdUl9USTZQpYtxfW9wfiu6DAweUa4QPDI5E8Xm31+RLDy40KVJMgr34Uw82TklBjBI+Xf3PtSljDqxyPV9j6n7lMuiRzfDCAwb+zMc9jTr1NT4K8wJMhm83wMsbcAaz1HX4jcK19fy1w/Ob6/fHI6Kgp4pAKks7GPCsqhBqr1Wn0JIjLq29weCzU6GY1BmU0gk7YG4uMnuKFMpMWlq7s4eAAQDeUMs8P+wZ0Ni1VPV5+r5l6DIuNv3L4LvBwIIVJ1S18Wk2C0vs9Wd1dzFxcTsoVPgboHx4d41WrJEGhxh6bdZVKCXPa68mlU+w3r61sG231OdZV8HgtcwyvIGyLAoFdItvicEQ2rcD2ciGedEpoqcsWLRIjMbAktSWhxogerwop/OP2eIUINULpDr3PoXmpzxUM9eGRUV7a0F9EjxHEkO1ivMAaXhVCjf4+jIwaUlLYEGXSKZ5c0U17Qz4wTBbInu/zcNRm0zTXZvn4a3cOvAdBJKpxQo1+cP3Kjf10hjC8GvM6rn90zzNkUlJkBPaEwHeBenl6B4s9wa7xWJNN89LGvrIer3wmTSYtRVjcKJQaUAoh8EMpqkmQ9zKK4TbWTklkIkpWYwVwfQhoTcWsxrChxoCavkMBXrvOphr+9UKA4fUyZa6faox5EcD+7Sz3RRE5R0QeEJEHVq1atcU6CIx5NyottJ1NNRVDjdXqNHpSDlxfF+TxWhlcZsW/2I74SklkUil26KivyJvU6GSs+GPmmXSKF9f3VzS8lJKiOLPSDS/lMqmiUIxfpjfXsGLDwBg32lBEXJHfA+HJmk0hQ43WSxJUi6w/BP0ABNNJeGFGgN27mrn0hN0qMm1XDDW21xYMr/7SUCOUAuz94Yi9ZrXwgVcvrHgdHQ15Vjkegqh8QVBMauvfCISRIEDz6KgpCaMHSaXQ80AIrJ4nfsPLKxkEnqGu9/mF9f1MacwXhwkDjD//uNJQY0GHJ+87i0N83lC3D8MlFQRE8V0zS71d4O3uy4caAT5xzM5cdepeZQ2AjoZcSamqqIZXZ2MN63oHi7A5K7sHmNpUU/XcVEoz8f73wec5bs8ZRQTDvWWyOYPa8GdoDvg8Xi9W8HiBli4qOj9iqLHNF2r0oBTVNnOe1OUyJdUghiJmNUIxntcYU1TGqpo05CvQSYQIWVbi8QqLmctlgkONfljQ1Eb13PvxvZWuYUvKVguuN8Z8xxiz2BizeMqUKVv0t10qhXIytammIrg+vMcrGOPlgXi9XYIxhqdWlgs1Fi+2fjqJbFoC6QtccTNWhnyhoWw6ZQ2YyqHGIo+Xz2NVzePlJ1qMiguqK8M8X4n01ZVMOkUmYDcFxTQClSQo1NjdP0yDNbxqc2nevHhWxTba6ktBuOt7h2jyMF7W8OoeKLTrit9g8SdadDbVcNQuUyv2oaMhz2qnzEucnbVbxslvcISRcin82SobIqic1RjV4+WGRtwNkRuaDsrWrQtgrvcvcrlMqoj886D5HcztKN6clBhevooUfUMjgWFGUELdYALVQh+OWzQjsH6rJ1McMsqxNkImDnmSTgmdjYUyLgArQnq8QO/BATu0s8v0pqKSWpvK8JcFib8qhOvxqs2lWbNpsOJ98GexRw011ufSDI+Ysbk+CpQCynlQoye9uPP08KhWVwnrdfNvrj0ZHlGsXbW+eM9y0OY2LGYuF8BcHzS/eEa9f+5vyIers7y5ZUsbXitEZDqA/btyC/9+KAnDjt3ZmC+aSPwS1uNVk00FZzXaCX5KY54Hl6/joMv/TF0+HcjD5QfXj/gm6MaaLEfsVNl4LRqQ/gXCDqiKoUYfx8vwqCmqddlSl2WHjvIeL4DpLQWA/fCIKVs5IEjKcTet7lYul3BtBHtKFIgbAq9XJtTolYMJI0Eer40BGK9NA8M0BHjO/DXhwniI/NLRUIyJ8T9PYaQ+X6jXGHWRgWBwfdgageodGB+4HkqzsPptrUYo5oYKMrwCmcZ99V9zPo9XkDQ5ZXv8BrC3y9+jnOFVk2F9rx+bFB7TA14SUfE8F9XjBV7yTCHcuGJjOI+X14czDphTwqQf1uMFpdhJF+PlbZCDWOs9afeNyzBYQ1dEpGhs++fYatIQgPGKk7TiYiejAOuhfPjfex6qQzGUriN4jg3Xl8CSQUEYryad8/1z/9ZCJxFuuzBxcgtwJnC5/XvzFv79ULJu02CggePKlEYt/uoHsnsSNjxVUybU6Lm9509p4O5PvIqhURO40EKAl2OkuE/ffOveVSdK1wU9NFpM7Oe5s6NkNWqZmsJv3nreIVXvx/TmWl5c38ees1rUOxDR4xVoeIWkk4AC95Kf8qJvMJz3MojHyw01hpFyocaWuhwdDTn6Bkfo7h/SUGOQx8uf4Roj80k9Xk6ocSQ6iNf1+MTxmAWFGldvKk/gW/zbFegkQoLroRST4nq86nJpVllP0LNrN5VUZAgsku1bXPKZdFXWdbcPfj14Y3TXMoZXS12WfEapEmZYmMHgcDiGcE+mNtZwW3dhfzw8MsqoiW6I+zGcK7r7WTQruN9++fFZ+1OTTXPbv1cUhfs2DY5UvX+eKHay2IjOO6WTgIqhxtb6gFBjROPT85rNaKkdo9MIK4FFsmPQvDTmMzxvExSiAOtBDWB/HVfQ4vDt9eG9lxv6hko8lWGzGr26wa4EJcJ1NnoeLz+dxHYOrheRG4B7gJ1E5DkROQs1uI4SkSXAUfb/rU5W9QzQUeVByqZTtNRlSzLQPAk7MINCjf6SJp1NNXS11FbgmSkmUPUT89WEAIa7dbx0sS4OEwIVDRh/qNHPiBxmsetyiBb92XjVxJ/e70lYOolCG6ULdv9wyFBjtrRIdncZLFY5qYTxEpExgH13AJ0EBISdY3D9dDT6Qo2jo6HDEZ5ooWoPMxjdcGuwO1O3HmrY8FRdLh2YaAEeEW64vgRhvMYMr3whmcNfLgiCwdAl4Hofj1eQtPjA9f5s5bntdSX8W56ICLt3NfHwcxvGjkUhzIRC+RX3fC8ZJ4q43myAVRE8XjVjhpHP4zU4TF3IsaXjqjBXKxTE83ilxtovJ5oZWWx4RbmPXhsFj1c0b1VQosRwjHHlztORn4XGGtb3DpZ49Vf1DJQl1vZLOUqJ8FmNYUONeTIpCSQF3q4xXsaYU40x040xWWPMTGPM94wxa4wxrzbGLLR//VmPW4Ws6Rmko7H6g9TZWB5gH6a2H0BNJsDwGgzvQgcvq9GP64ke+9/ogOtdo6cQaix/T/xpunFCXG44IurEVB/APD84rOVUgupTBsmimS384O7/lGAQwnpJ/OSE4JGnhg81+kMaUMwqfsjCDq66bWlZcH1rXbYIIxbVgPX6sNrB9cShgyiik4jRh3RKqM8V4zFWhlysg4DInvQPjcYG1/cNDo/RvNQ5rO/L1vYyp83v8arO43X8XjPYrauU0LhcH/wLzE7TGnn34fMrnr/7zBYefd4xvCJm4/lpc6Iytnsyo7mYLmZFd3iMlyd+aotNAyOBxcGDpN1XGSPI41Uuq9H7rCTUGNHwavMbXhHGhPccuBuROOPKxfJGDTWOYfU2FK95q7vDeaJBDfkgr1lYIzCbTjHg93gNl4LrZ7bWcd6rFpZkbwfVJZ4M2WrB9ZMplWoSuuLfDboSplYjQG2ulE4iTP0xV5r8RbJjZJG5qcL+AuHZEKHG+pwCyz3+pziAape93r9IVZMg5vk1mwZorc9VZcf25JI37so/l63junuXFR0PU1QZLEO3rzRKd/8wTRFCjd6u3p1gXcPr40fvxIrufn75j+WBocZOH7Gvhp2je7zcrEY/vUgYcek9hmJgUcAr+l0wfFaGXKwngrkeio0er7i2R/PihRKNMTwbUIO0Lqd1O0ccPfrHxMn7zmZma/mEE38f/Fi5WW11nLrf7Irn797VzMM+wyuKl6O9PseGvsGxcR2Vsd0THds6Nowx6r0M6fHypNVHbdE7OFwxQ7joXB9NS5HHK1cd49XWUJz0MhCiZmhJG47hFYYX0JWabJqGfKbIeIwzrlwsbhQqCU+mN9cUhYyBqolXrsyf0sBTK3tKjofFb+YzKYaGizfGQRivXCbFB48szd7OZ1KMjJoSr9mWlsTwCpCwhtfUxvIkqmFrNarHq/gh0MUh/GLdWJMtIvjzp52Ha6PggvXvxjJpBQFXMj5EhPpcIfPGnxkZRmb4wfURjMe6fCnz/JoIYUbQSek7Zyzm6396kqXO5NAfkgx3RkttCV9RVIxXLpOiNpcu8py5hlc+k+bbp+9DPpsOXCg6fdm2cTyPUwKyGscTaoxTZBu8RIGCTsMCsqtlNUbBeK23Rs/AsGIWvXFVa1nl/7NaC4r78UEet5zrBXaLZIeVYh6v6HrYvauZR5/fMDY3RDW8MmktTu89DwPDI/E8Xi01Y9ii7oFhMqnqiQV+aapV1nHPmN00MEJ9Ppwu/bVgXQzuGMartnKocW2P3+MVfnPs9WHM8IqBvZzeXFNUASDOuGp0mOujPgtQWtoNonm85nc2FM2tnkSq1ThSStMS1oj1CoVPNsA+MbwCZHV3uAV7alP5eo06QcWr1RjV45XLpMimC9mRw6PRwcxFdBKjxcD4bFpC7Whc/ECUweDJdCccERUUXpcrZZ4PSyXhytyOeg5bOIV/PlsoTdIfMhMuiK8oqLRPNXEn6P6hEYyhyPCb2lTDHz50GEe+opQWYqov/B0H2O4H1w+PRseJ1RaFGmN6vHwhdPWShPF4VSBQDUkNAsVGj8vhBerhXdU9wPuu+yfnH7VjIOapszHPqm63DFZ0z6FLaREHrze1KU86JWOe2DAEtH5xPftxDA5QT8ezazfRPzSi5Kkh9OiXtOX08pINNkXwePnrNboY3NpsmpRQcYPkr7UYG1zfGw/jBeWqe0TfYI95vGIYXn6sHoR3VAAsmFLG8ArZl2y61OMVNbryo3fuF5qGZHNJYngFSNgyM1MqlA0K7fHKBWG8wi8OnrgA+7gYrzGjycdjlkunQg0sd1D7AfphpLMxP2a4RC2H4YaXvKK+UagkXJnf2cDSVa7HazRUeCqdEqY0FIefo2K8oNjw2tA3RHNdtmRhb63PBd7fqU3FFRXikCy2N2hYxgt3xsF4uQSqcXb34D3TTqhx48BYtlIlqctXIFAdDh9qdAkf+4aKN0O1uTSPv9TNrjOaeftBcwPP9y9S/oSTqH2IowcF2DfzyHPrx/oQdbGd6nB5xTE4QDeYc9vreeKlblZsHIiM7/Kk1SFC1ULxETxePWU8Xrk0LXWVIQn+WosDQzHB9T0Fj1dUb9WMwHq28UtxRSFP9aTLZ/yBTWAKqc+FUxtYsrKnBEcbNnSbS6dKSgZFNbwWzWqJrLuJlsTwCpCwFARTG0s5bjx5alVPqLBIe31uDPvgSRQciieudyAOxsvNmvFjenaY0sBrdq1MugmlJKxRJ5ZMOjVmuEQpGQSFItd/emwFx3zjDowxkSYEVxb43OFRwlP+XWnUUCMUlxdxw4xhpLUux6aB4bHMozjez2w6RUNNZizMNhSjDTfcFyf7Crxn2gHXd/czNYzHq0IVglXdg6Hvp0vl0Dc4XDQmZ7bWcfLiWVx6wm4VCr8Xh2Wi4hb9fYijS9Bw4yMW5xUnG6+zqUB+Ggfb5MkeM7Ufqsdo+C5Pmh2c1/re8GPD9Xh5jO2e529qUw1v3HNGxfNLwPUj0e+D6zWLg5uc7vd4xdhUeWE2Y0xkcD0URyU8URaAcJGF9vocIhRBGSD8hqCtPle0sTWmenm/rVESwytAVvcMVqWTAI+9vtTj9e8XN7JiYz8Hz2+v2sb+89q4/z9ri7hJeiNmNUIxcWZcF/TG/kL2lHv+TtMaOeewytlT2sb4Qo1QMFyiLjK1NtR43b3P8sKGfpau7AntufSL3/AKy8kGdnLc4BpewXxblaTE4xXB8EpZr5sXbozzLIDNbOxxqghEBdfnC1mmQzHCnVAMrldA9kAoQHYmrQWug6oQ/OuFDew2Ixx/VEudL9ToPAPNtVm+dNIeFZ8Lf3Fof5HsMOKSuMbV5e5dzWOUElEpBEA90d4GU0HQ0UONXj8eeW5DJPJUv7TWZdlg2euXr+utmpzgicfjZYxhwG7qPA9Xc22Wi4/dNcTvDo3hy+LcB9drNjQc3QvsJiiAV8or+ua2JquJSLFCjc01JY6CKFyJIhIYbgxrBO4zt5WHlq8fixJ5RldUepPJlsTw8ol6SgZC0UlMbaoJzGq8/t5lvGXxrFCTZHtDnlltdTy0fP3Ysd7BEeqy0YGnhVIQcTBe2aKsxqgubCj2mvmNt7DiGS5R8TD1uTRLV/Tw4PL1HL/nDO5csprVPQOhif1cmdNWx4qN/WODuy8kuB6KEwTAy2qMGGp0Mqg2RNjVe+IC7KMmKXjS0ZAfo5SIw1xfly1kmUYNG3vS5IDruweGxzA+oX4/INy4qnuA3sERZrWVr1nqiluua9NANNwlaGjITbaIk+nbkMvQPzzK0MhobAN2j5kFgP3A0EgkAlUoppSIWqPQld1ntvDI8xsilQvyi1v6Z9naXua0hzO88pk0uUyK7oHh0Bl0rngJRp4RHMeALc5qjD4mZjTX8Px6H7g+BnbSi0zEuYagUGPUJKYFPigHKJwjF8KQbarJstO0Rh54RjG4ccbU1iDbXo83s/TYCT4MaLPD7mCGfd6qWx56gVP2q1yTz5VDF3Zw19LVY//3DY4z1BgD4+Uyz0ctZ+HJeEONAAs7G3j8pW5LAhutSPZ9z6zl+D27OHKXqdy9dLXlY4s+wWfSKea01/GUnRz6I2DuZvjCS90DMUONPfE8XuCVs/K8VfHwVS6lRByMlmaZekWy42K8Cs/0yoiLtRdudOXR5zewe1dz6N1xNp0il0nRMzDM06t7mFOhyHuQ+L2fccD1qZRYA1S9LXHuY2dTDY01WZ5Y0R1rsXWTiMYTatx5WiNPr+5h+dreyFQSnnjFrjf0DTE4PEp7yBAXQGt9lnWbBkNT/fjF5diLY7x5ZLgjoybWHOvPKIyD+YMCiWgcj1dLXZbBkdGizMgoXImghpefUuI/qzdVrOXryiELp3Dn0lVjv58YXtuBRGE6z6RTtNQVpyn/+qEX2HduK9Obw+2qAQ5e0MFdS9Tw8kKOUQeEC0SOMyAbfCWD4gxoPwlrnAGxu92dDw1HC6t4hvJp+8/moPkd3Peftby4oS9WqBGKw41hyXDBC5UWPF7liE4ryXhCjWBD4NYTOxQzPOVSSsTJSsylU4wYw9DIaKwMLigOn6/cOBApE64uX5rZ+PBzG9itTHmdcuJlNnpGWxTpaqnhxfXFrO9xxoTXh7j3EZR4964lq+OB6/0er5ihxppsmh06GrjnqTVMjenxaqlVnrvltj5mlBBTW32eNZsGi+o0RhF3XIYtceNKJp2isUa9ZnG8l52NedZuGhxbI+KUDILCPB21fBRoqNClzVmzaYC2CFyJUEopMTJqFAJQhUzYk0MWdHD30sJ6mRhe24FExQUt7GzgN4+8CMD63kGuvn0pbztwbqTf3G9eG/9+cSPd/UMlaethxQUiD/voIMJIpSLZ4dvQrEbPgItleFkcSNRaZl2ttRy7aAY7Tm2krT7HnI46nlq1KVZWI2jas7crW76ut1UcdMcAACAASURBVKR+Yzlx2feNMfGzGm2ocX0swyvPim7H4xUr1OhivKJP8CJivU4jsRcI14u7IiIgu6Mhx7NreouOPRLDePKMnkee38DuM6OdO71ZPV4eyN9fJDtKH9bbxTouiPiQBepVj2N4dTY6Hq8Ynh5Xdu9qZtPgSHyMV32W9X2DgYXJq0lbXcHjFcd4bHXKDnmlk6KKlzgTx/uZsdnlL20owAjibmjihhrBViGwfQhLveSKH+P1n9U9tDfkK5ZscmWv2S08u7qXtZsGbZLEtoXvgsTwKpEoZHAAl5+4O9fcvpR7nlrDeTc8yGt3mcZhO06J9Js12TR7zm7h3qfXxqKSAK9yfAGEGzXUWG9pLYbHgSXRQttD3Pv0GvaZ0xq5D6DYovp8hqdXbYo0qcyf0sBVp+419v8hC6YgQmiDqaQ9i0NYtqaXx1/q5vCQOnWzGvuHlPByPFiQjXFCjQ72MC6HlovxivM8gYezGo4dEnFxi1EpCI7fs4uf3b+86Nijz29gj4jGU1NtllXdAyxd2cMu08PtyD2pz2fIZ9JjWXhxd+dNTogqjh4ADprfzgPPrGPTwHAMUHh+zEsTl0DVk93s/Y/D4wVa2WFd71A8w2ucHi8NNVpC3ZgGqDe245T7gWKAfdwQfqONbsQN0ymOVee4KMB6T7paatnQNzS2qYq6IcqmU+w3r42/PbVaDdhJpoaII9tejzeDvLC+j+/e+TSgD1J7BMNrTns9X3nLnpz5g/sYNYZPHrNzrD4cvKCD259YGSujEYqzEuOAoUXE1pcbicX95PWhu3+YO5es5pCFHZHP92T3rmb+uWzduFzIhyzooLUumOsqjHihxhvuX8YJe3WFDjW2WgzEpoFhi++KZjTB+EONStxZyEiM4yVpb9BFyjPE4+jCIzJVQz4enYRHHrpiYzSP17GLZnD/M2vHMDEru/vpHx5hZmt4CACot+n+Z9Yyt70+Fi7I9YAODcdLMvBA/nHDxqAGyw5T6nlhQ3/kjUA6JbTZLNfxhBoB9uhqpjGfCU186peWWq3XuGxtL7NDAus9aavPsnbTIN0DQ+P2eMWh5XDb6BuMNyaKnqeYSSuNeb0Pcbyf2odCqDEKlYQnqZSww5T6Ma/Xw89F9yYfvKCD2x9flYQat2Wpy6X5+p+WMDg8yuqeQaZExAUdvuMUvnfmYq45be/YE+Ob9prJHx5bwR8eWxGpXJAnRaHGuB4GG9p5ckV36GwhVxrz6qG4e+lqDlkwPsPrsRc2joubZf8d2vjqWxbFPn/+lAaeWdPLLx54rmo9PFdEZAxgr2HG6LqcCIyX5/F6ckV35AUKCqHGL/7mcQ5e0BFrd6/caiOxyhYB7DClnufX9/HShn5WdoejkvCkPp/h2EXTx7xeUYH1njTXZrlryerIIUpPXA/o+DFe0QkzXfHGZByal05bHi2uweHJbl3NXHnaXtW/WEa8rMblMT1eL67v47LfPM4xu02L/Ntuoe04RbK9Np5c0cPVf17C0TH6MMNJ2IgLI3jdHtO55valLF/XGy/U6NSkjePxAn0Wf//oSwCx8JPH7TmDu5eu5rePvJQYXtuqeLvBfy5bF/tBOnThlNAx6iCZ1lzDlafsxVf/8GQsj1dTCdFifI/VXUviGU4NNRmWruxhVc8Au4bkSgqS3Wc2MxjTje5JNp3iiJ06Y59fk00ztSnP/Cn1LOhsiHSux98U1/BqyGcYHjH0D42MMddHERcMfeeSVRy6IFroGzTU+NgLG7nt8RV84+S9YvHk1OW0kHScKgagxtMb9pjOzx9YHjmrEeDU/Wbzs/uXMzwyGgtYD2r0PBwD3+XJjJYC71Fcbrvm2iwbeodsyHd8XmCInrgDFje4sV/pKMZheKVTwivHMS49brU4ocb2+hzX3buMuR31nHXIvMi/rUafW7MyBsarPseVty3hxH1mctQu1Ump/TLD8XjF4dcDdRScccAcfnTPs+PiWgSPSiL6unfKfrO58Z/P0T80wmMvbAzNredJR0Oeb56+N9f8Zek2ifGa3IJFW5F4mRKrewY4uCG+t2Y8cuD8dj7zhlfwkCU7jCJNNRk29g8zOmpY1zsUy3hryGd4ckU3G/qGIuNZQA23ZWt7ed3u02JjUYCx3c9k72T2nt0aa2c83fI3LV3ZE4uvSESY3V7Hzp/5HZmUMC0iELm1Lkvf4AjPrN7E2k2D7Dojui6nNOaZ3VbHt07fJ7Lh50ldLkPv0EhsXjjQLNV3XfsAIhIZkL3rjGZ2mFLPgk//FhH4/pn7Rv79ltosxhDLaIMCwH501LCmZzB0iRtXZrXV8ambHgHgnMN2iNUPUPLJeR31sTCk86c08O4f/wOAS0/YLXYfxiut9TnWbBpg1GhCTRSZN6WeRbNauOLEPWJtJNoa1OPlVcWImq0MhSogHz5yx8jnglKU3LlkNU+t6mHEmFhYNYBzX7mAp1ZtYnpz9CSH2W11LF3Zw8iocl7GmV/mddSz49RGvvmXp+hozMeaY/ae3coXjt+NO5esrv7lrUwSw8vKIQs6uOL3T5BOSeQsjYmUMw6cyxkxzmuqzdLdN8QdS1YxramGWRF3g6CG028ffZGDFnRESg8e64PFMx0Sw8PiSntDnq6W2kk3vL5xSryQyIyWWn7z6Ev86/kN/PK9B8Vq448fPgyv4k1UXYgIUxrz3PTg87F1WZNN8+ePHhH5PFfqcml6B0YYHo2PC9p1RjNTmmp4aPn6WEbsT87aP/Z9BGWOT6ck1kYE1OP1+OPd/O2pNbTUZZnXEY0LDNRzd/Ji5QUcD0F3PpPm9pg6/eQxO/OJoxW/Guc+TpTU59IMjximNtVEfqb2ndvGjTHHI6jHbF3vIPc8vYaGfIb5U6Lr8qR9ZnLSPjNj96GrpZanVvVwzo8e4KI37BJ7XIkIXzt5z1jnzmmvZ1pzDXcsWRWpQLZfTtt/Nuf//CFeE8Pz58lbFs/iLYvDc2ZuLZKEGq3sPaeVJSu6eXbNptjcT5MpHj7r+nuXcdr+4TFJrjTWZPnrk6s4ZEH1UkdB4u0ADx0HsN6T3bqaYuEXtgaZ0VLDnUtW8eU3L4q10IJOjKmUxF7kOpvy/O+Dz40Lazdeqc2l+eNjL/HgsvXjChu/db/ZNOQz1MfwMIz3PjbXZlnY2RALWA+WUHd9Hzfct4y37j87dmkT7xomqzTKeO/jRPajpS4XuvrAREqrJTb25tjJ0MX05hqeWdPLgfPbOSUC9nSi5bT9ZnP9vcti0Ul48ppdptGYz8TGT27LMikeLxE5GvgGkAa+a4y5fDL64UpNNs3ec1q5c8nqWBivyZbGmgzreoe49z9rY+9kGmsy9A+NcsjCeB6r5tosXzh+t1jeNr+cfegOkUvtbC3yyp06uea0vXnlzvGxLOOVqY01PLhs/aQaXifs1cVt/15JS10uNB1HkBy7aAajAQWvt4TsP689dgYeqPdzycoenlzRzWUn7j6BPXv5SmtdNjK+ayKkvSHHqp4B7nhyFZeeMDm6bKvPcekJu/HmfSbXy3Psohlc9tvHGRweDVVeL0hymRRffssiXjEtnjd5W5YtbniJSBq4BjgKeA64X0RuMcY8tqX74pdDF3Zw79NraYyxs55sqcmmSaeE1+8xPZZnABQcP6+jnq6WeLvJVEo4/YA5sc71y75z2yakncmQzqYaXrf79EnuQ5457XUTYgTHlUMXTuHQmEa8K7W59KTt7qc11zAtBg7Gk6lNNWzsH+LN+8zcZjcSW5u01GUjl2+aCKnNpkmJ8Jpdp0XONJ4oERHeuv/EzLHjES/x5fr7ltE2jqSy8SRabMsyGaHG/YClxpinjTGDwE+BN05CP0rk8B07mdlau81VOvdkalOet8YMM4KWiTlip/EvlIlMvsxqreOIcXiZEpkYyWVSzGqt2yoWy+1FpjXXMn9KtEzjiRARoauldsI2l9u6vHX/OUxvqolNofRyFjFb2IUvIicBRxtjzrb/nwHsb4x5v+975wDnAMyePXufZ599dov0r38oXgHVrUHG2/fhkVFGTbx080S2Lkl0ufVInKL3iZSXgeERsqnUpODNtuX1YXNI8myXFxH5hzFmcdBnkzErB42WEuvPGPMdY8xiY8ziKVO23M59Wx5U4+17Jp1KFurtRBJdbj2SLEwTK/lMetJA/tvy+rA5JHm248lkzMzPAS4ycCbwwiT0I5FEEkkkkUQSSWSLymQYXvcDC0VknojkgFOAWyahH4kkkkgiiSSSSCJbVLZ4+p4xZlhE3g/8HqWT+L4x5l9buh+JJJJIIokkkkgiW1omhTfBGPMb4DeT8duJJJJIIokkkkgikyUJ+jaRRBJJJJFEEklkC8kWp5OIIyKyCtjcfBIdwHirbY63je2hD9vDNSR9mJjzkz5sPX3YHq4h6cPEnJ/0YcvIHGNMMCWDMSZ5qfH5wGS3sT30YXu4hqQP2881JH3Yfq4h6cP2cw1bSx8m65WEGhNJJJFEEkkkkUS2kCSGVyKJJJJIIokkksgWksTwKsh3toI2toc+bA/XkPRhYs5P+rD19GF7uIakDxNzftKHSZZtAlyfSCKJJJJIIokksj1I4vFKJJFEEkkkkUQS2UKSGF6JJJJIIokkkkgiW0gSw2sbFBGRl9PvToSISKv9u81eQznZ1q9JRLbpeWgi7r+I5OO2NdH6H097UXW5rT+7lWQydem1syV1mUh4SW7sFhARSU3EQywic0RklrHAvJgDuyluX8wEAQJFpDnmeTkROV9EMs6xqvdARN4BfArGdw3292tEZIe4bdh2RETmikiniHSISDZmO/Xe2xjnTvrYF5FGEWkxxoza/8PocpGILHD+j7Ww2N8ed8k0azB91eoxPY6mPiYiHXGez4kal+NpT0TyItLg6TLKb9nxMGHG6zjOFxHZVUR2dI/FaGceFO5jlDYmUJcz4rRn9fhDEZkaRZcisouIHC4iO9v/445Lz2CcCF0uEJEZIjJFRHLjbGtCNwiTUqvx5SQi0mWMed6+TwOjMSe2zwO7AoeKyLXGmI/GGFRvAY4F9hKRC4wxt4Q8bxZwBnCLMeZReywVdZJ15DIR+abXlm1PQlzPF4AZxphh70C1c0SkEfgs0GoNnIuMMd0x+/11oA4YFpHLjTFLY7ZzKTAXmAP8H/CEiPzFGPNw2AZE5CTgWBHZCbhRRP4D/NUYs6rKeVljzJAxZtSbTMZpjL4BOBB42hjzvQjnXYRe/wki8jFjzPfchSqoTyJSB/w/4B4RuR24yRjzUsyuXw9cB/w05vmeXApMM8as9gwvd8yHERF5F/A54BgReZsx5qmQ500HzgGGgJ8YY5ZF735Re8cCewPPATcaY9aHPO9iYCZwuIj8Cr2vjxtjBqro8hzgF878GGtOEZHzgEXAsyLyW2PMAyHnE798EdgJeLWIfMUY87kYc+w7gfeIyHXofPmfMG2IyHzgY8C5xpiRiP0OkutF5NvGmBsinvcZ4C2AEZELjTHPV9OLiDQB3wU2AvUicpoxZrk310T8/Q+JyExgjZ2frjXGPBexDYAvobrcGbgVWC4idxhj/hm2ARHZC9hkjHnS/j+eNa9IJn3Xuz2LiJyAKvw6EWk2xozYHV4kD4fd4Z8AnArsDuwsIh+P2EYO+DRqPFwGvElEXiciB4XYpXwAeB/wXhH5qIhMsQt3S5Q+2N94JzDTGPOo3UjUiMhCZ9ENfCZFZBpwHDpZIyKniMh3ReQiETmswk9+HvgW0A60AEdE7bP9veOAPYArgbWo0XOciLxbRGojtDMbeJMx5jTg9eiieQpwojienCpt5IBv2r5cgo7jg4Czvd16BV1+VUS+ISI7GCvl7nmIfpwNfAJ4AThXRC6v8tveeQvR5/ki+3ehiJwkIidDsCFoF9Je4NfAUqAVuFBE3iAiF0sEL6qIvBZoMsb81P6/q4i8SkSOibIzFg1fH4wumAAXiMgNwCUi8nkR6QzRRg54G7qp+i3wdseAq7bL/g4wBTV8PyXqdeuy/YokIvIe4EPAP21/HhGR053PA/siInOBdwAXAq8D6lED5t1Q0ai/Gh3L14jIuSKSiWl0HQucBtxmf/sTItIYw2BaCBwNnAgsQOfYz4p62A+P0FQv0AM02L6cJOqlfY39nXI6vQR4xhgzIiJpsZEJEamJch32N94D9HtGl4jsISJHinqlyj7fdv55DXAAakSdARBCL58H/mKMORr4K3CeiPw38EER2c22HcabfTxq9P0OeBKdH78rIudIBG+yiHQBpxpj3oiOjfvQcfJmEVkcso08cBPwHRG5wK7fnmd+3HZTYnhtXnkb8EGgG92NXQTg7QI8gyeEvBO42RgzYHf4n0EX/hbbzoFSCDuVk4uBB40x/0AnqRPRieY8NMzRXGGy+hJwJ/AgasB8QkR+BJwZsv/YfuZQo+/r9tB5wDXAHSJyo4h0VhjkG4FHgDoR2Q84H/g9OsFdLOr58f/eDsCrgKvsPb8fuEpE3hql31aOAK60O6ZVqG4PRT0EX4pgTM8HnrKLw3p0wl2NetKuEQ2BVZuk5gJ/M8b8wxjzW+AK1CBpRe9pOePlGOBkYANwpYh8RERqnQkl9CRvdXk+ukO/BjgJWGCN8mqL3keAn1pPRxNq2Hehu937RKTNf4LT5u+B3YC/A/cCF6ALRJTw72fQSRUROQu9fx9GJ/qzwzZijFkH3APMtM/akcB/ATeioZ49QjTzOWCJMebfwB9RQ+6Ltv2y91FE9gU6jDHvN8Yci27IrgUuRz0uTWGvwy5qpwIXGGN+bYw5HHgA1cdPqxgyOwKPAauNMUuNMeeinukTROQ3oh5n/+91oJ6I89FN0WLgBrvwYg2PA0N2/+PA56yR8SlgFDUevN/qCtnOu1EvnwH2BI5H55upwKXihB+ryK3AGnRDdS+6IbrV/i03Lo8DdjTGXG4PfRa4GfUcvjHk77qSB35i274E3eBchq5FB1c47wJ0XD4M/Bx4p4hcISIN5U6wc0YDsMQeei1qVzwMTEefq7Be9YOArxpj/miM+SXq3b4P3ZSE2pRayQD/EpF5xpi1xpifoR65buBrIZ+J9wHL0eerC/iRiIwZoiKyMOjZDi1mK6hbtD2+0If/FDQMATqY7wWeQRfsNwBXh2hHgF2A3ez/Kfv3ZtS9vwgNV6WqtLMfMMW+/yhwqX3fAvwKeHOZ89LOOR+x3/8U0IdOmodHuCcLbL9/aB/oB9FFtBb4H+CacvfA/v0EarR9FTjd+fwK4L0B580G9vIdOx74GbCv23aIvr8deBH1CvQCu9jjr0DDVTuHbEdQb9Xn0IXnBuBj9rNvA7uGfLZ+CXzP64c93obuFt9Y5rw3o17PNuAY4L+B//V0D3wS6Ap5HfsCl/uekR8Ab7HvPwS8PuC8LGoMe+dcjHoAcdrYr8pvf9I+9/XAs6jn70fAISH6XW+v+9e2jw+hxkMNusjdCLSH0aP9+1bgb/YZONf5/APAd6q0kbE6aXSO7Qj8CV0kU5QZ18A+wB9Qj+EngX/Z77/WPgPHh30e7d9LUQO2xf5/E7AQHeOBc4PzPF8FvAc1UsT57L+BPcucNwNote/noQbvjcCXUa/bx0L0vQU1UhZQmBffA/zcvj8F+HTI+9AB5O3703HGEPAV4Mww7djv7wV83L6/EPgPusH8ApAL+P6nUYPxDHRDd5O9P28HHgcOCvvbtr0jgX8AR6GeKO/4uagR2BZwThNwlu/YLugc86oqv/cadC6/GXjEp+M/E2JOs99/B7qWHWL//xM6X38YHd+ZCPfgYuDHqBc25xy/Cjgt5PNwIJCz13EyCk/4Huq0eBDd+ITWS1H7cU9MXqEfgJzv/xNRDMUocESM9rL272V2IN0IvD3C+Wmgxnfsf4APVDlvNnCLfRB/AXwfXRwujPDbKftAn4waoV9wPluALhh1Vfp+KWoo/g7Y3x6/DccQK3ff0EWiBnWN3wZMjXjvz7aTwFXATs7xfwCLIrQzCzW6rkYXaG/x+wuOEVKljXZ00bkcDbXMtMd/Anyw2vNodTHbTnbfQ3eoj0W4hjzq0XEntdPs89gKPAosCNFOl6dbR5cnlNO//ftK1Nj+BbqTTQNHR9TlK9Ed9ZW+4/eG6bfvnFejBuMK4G322J+899WeS0cfnvHwWtQgPirE8/hbdEF4v3P848B/RbyGE9FF+Wr729+zx9+IGlBlFz3UCPwF6qlbDMyzxx/AGuJBevQda0QXuOuApyL2vc55344aANNRb0lVY7xCu54+fge8NcJ5HfYeHo8aTscChwOvqXDO3vZ+jQIHOscvJmBTGaIP56Le15txNp/2+S4xvPzXjc6VKdTzM/ZcV7hH8+w1/ACN0Ajq1fy/iP3+KOpp/H/At53jv6vW74C2Pgh8zY6Ho53rPzPG/cyhm+y3oaHkr8d9rowxCXP95hBRcOBe6MAfNsasscdTRt2Ul6Ku5TdXaec4NISyLwpC/ZXz2QHAHcAdxpgjK7SxA+oq3RMFKm60x9NG8QSHoA/nASYA1Cki7U7/z0C9FfsaY3azWBIxxqwNcU8aUaPHGAUiT/Xdm28B64wxF/jO2x+dyKahE9PDwJvQsJDYz9YbY87wnXc26hEU4DJjTL/v8x+hO+Nbq/R7Jjqh3GcskFs0SeEcdNeTQ72aJ1dp51gKuvyhMeZP9rgYY4yInI96FsqGWCzuYNDYQWvxE69CDbl9gPUoYH1/4yQgVBMR2RW4G3idMeZvYc8LaCeLhihywP3GmM9GPP804J3+51k022+179gl6IL2SmPMBokPzHaf78+iRsOZVc7pBPqMTdKw4ZYFwGHoDrsfeN4Y88EKbRTpMuDzD6EL2KIK3/Eyvxai4dMb0U3ATcB5xpg7Kl1HQHv7oIvlv4ClxpgeO06eMcZc5Pvu3qhx04waf/XoojkN9QjPRHFGx/nOOwP16q0zxnw1oA+PAl80xlxfpa/T0Gf+z8aYPnssY4wZFpHL0Dni/xljzq/SztEoCHtv4LvGmDt9n78T3dS9qkIbc9AxuAc6x26ycIj/QsPIZcPXopm1bcaYlfb/xcaYB+z7FGoofNgYc1el67Dfr0W92X320Nmo1+vfwCbbx7XGmA/4ztsbXSNagLuNMU9785L9/G3AQmPMZ3znebpcZYy50mnrTPSZbEUNlJ9V6fc01GC/zRjTZ5/racALxpihCOvlG1Hj6CA0KvMcGlpdjI7NPPpcv6NCGwts3/cEvmEUV+rO00eiG9UdgtbL0DIeqy15BVrG+6Ku8pvRxezz6GTcZj9vRd3OFb0tqOv3GeAsdJH/N7oj3cf5zv9QPSzzIPANdCf5ErqD8rweU1A3+tsDzvs8GhK7D/UqdKGD4TpChjGcto5EPRk/RHcyXwLqnc8Ptr+TCbgHD6EhuM+jeJrvAZ2oEdeCYqaafOddDNyO4o5utffufePU5d/QHf1rUUzDkain4SPYkElIXb4b3QXfig132u8cBexdpZ2vorvoLudYGl0s56PG6MyA88a8EM4xNyT0YeCXIe/JbsB8fzvO358AT+DzaqAL9K8p3s27fZhnn48DfOd9At1FvxonBGh1v5d9nw/R74X2uTu4zOfzUKzS9CrtNKOLoZdJl3c+8zxyHVQP/Xu6nO47nnLeB4WESnRpj5+FYrxuw8IIourS91kaXXweIHhc/h0N5VyJ4/W2be5j+9npO+/jKI7tXWho9sPOZxl0TL8/RL8XAXehXpA1wDu8NuzfM1HPUZg59v9Q7/P5qOE6x/l8GhrG3bdKO39G56ifUMD3ZVGguBe6LXkeUOPgm+gG+pP+76BwhOtD6vIIdE65AZ3TvfVmX9Sb+V40hOr/DVeXXwc+5Y5PCpvbDt95ni7PQaEb59vjNejceBQhIjoBunyn7/OZ6PxbTZeN6FpxCoqbPc/2u9PXVk2Vdu609/0me8/8z/7pVImuhNLXeBtIXiWKuxY4277fEY3f/xB4j/OdhhDtvA34le/Yx4CVwCX2/84qbbwZ+IPz/y72IX4SeLU9NivgvF3td3ZEgdw/RN2/Z1Xrd5l+PIQuMvNQEPD30Z35qfbzPfFhsezxC9E0eVAcWCcaWruTMm57+72/4Bik6G7n76jxtMM4dXktcE7E66+ky4sIgTNDjaNRdIL/NIoTrGjw2fP2QXfAl6JGozsRecZSEw7OqEp7a1FX+0VAbUBb+wOvDTjvG+jE+ii6YZgR8J123/8taCLD9WgG3/noQtIS4xm8B10orkQXuRKDgxD4Nnsfn0C9xNegE/18Cot+RYOrjC4PAZrHqcsadHPUiA1fRtRlSYgfNYZK7om97i/Y916I7OQqv9WOzikezvQIFKNW8hyE6Pet3hhEQ8Y3+u87DvaxQjvfwIZk7f27GgXqR+nL+Wg0wntev42d16qctye6qTvMvn6MenW8z+vQ5KeqY9x+/wEU73cgasx9IeR5Qbo8KaYuQ+FDq+jyJko3bWHmua8DX7Pvj0Izra9GnQ1XRRiXN9r3B6EG8VesngJxs3FfSVbjBIrNDloG7C1KJvikMeZSbNxbRC6zIZGeEM39DlgnIgd5B4wx/4V6h+bY8MvKKm08YdvY2YYWHzOaYnspmv7fYIxZHnDebsCjtv/PGGPejoY9zhWlxqgPkXkHgGjm5b+AB4xy2jxijHknalQdIyI7GmP+zxjzYMDpvwfW2Wvvs9d7Abpwvybg+xgNO9wIvN7LxjHG3GGMOQA1yI4K2e9yuvw+8C4RuVzCpxVX0uUOqOexUl8EDd8chU6q7Sg26zSr2xoR+YoEkw6+GQ3/rUPBu28XkQNEpMkYY+z934guwBVFNK3+FnRSOgD4u9gMUdvWYhSf83vfebVoYsJu9tw0msn6Sft5i4hcgWZbutKC4jROR42vBWj45E2i6fZXi0N5UKHf04Gn0J3sn1BD8+Mi8m77+UIROcxU4d6yz8TdqAf70+hm5PWonTALugAAGktJREFUB2d/G176q1TIDi2jy3cCp4vITlaXX46gywNFpNVoKL3WaPizaggkQJf3iJPtK5o1OcN/Tyy8YJbtB0azfL+JGo+IyEwR+ZCUktPujob2V9nz/oKCzhfZ8z5tw/HV+r2rPf879tCdqBfy7fbzRSLyCmPMY1XaqUXv449te/3o2N7Dfj5HRK6VyvQLGdST+jXbxnr0+TrF+c5HJTjj+Xw0+eIOdEP4PGoAe9JqjPmd0czZiiIip6Lhvv81xtyDJijsY597ROQVEpDJV0GXh9vPuyLq0rt3F45Dl03YbHlRGoxdqt0DUU645SjmFRSX+C1jzPvRzcos+6rURgaFaVxoDx2LhmevQI2vC0X5LCdGJtKKS17qhULBqO+geAfThobp6kO0Ieji9GF0J3GS/d/LuvkLFTKNnHYyaIjuGgqAVy8c8kvguDLn1dhzSoDe9tp2rPbbvnMuREN/bogqjy6El1DG44OGZW9BwwGH+T67kzLAWXQyvxk1MNu99tGd5V8J7xHYUrqsuMN07kWr8/+xaNj1i7bdWwPOSdl74e1MD0Q9Pt9HF/H3AU9G0ONUnAwr1Iv5fyjG50D7PjBcii6OHc7/i9EQzV2oARPoafBdcxr1Hn4bXTBXEBJwixOORjE9Z6IL5pexnEUh28nheKxRL+5n0ey/p1A84WTo8twJ1uWDBHih7Xdn4Hiq7D34i33/feAjZcbBzuic5GYgftf25Z+E8GSixvihFCd1vAHFZ4FSxlQdT/a7bTihXhRCcI/tz7cJkRGJGiHu3OAllrSguLvvB5xTg4aGd3eOzQL+ZN+/GvhdBF3uitI2ZCnMKz+jEIL9A2WyrrdyXd4XQZc1zvh8pddP+/dWyiTs+NrwEn1q0A1e1vnsWuANYXVS9bcmqqHkVaToN1LAJZ2Chl/ehXp9orZ5op1MfoGmv38F5eMKe34j6oZ9BA2xvAolIn2KADyLcw0noFiWr6GxcQ+r8DAKwo56HZ9HPXBXUAjLfAHdmVQ7971ouPJX9l6eBfyryjmzUbzD/eju8jw01PTJbVWXZdq8GPUUTavwnbzv/zfZa1pPiNTqcvfG+f9sNHT20zDn4oQS7PO1LMR5/vDDGiyuJOZ9a7DP9a+BP8Zsw8VjfSLMdWzrugz4fsa+voVinO4K+5voIv1n1Iv4oQh9dp8fL1P6hyi4/+fj0aWdK+5HefLi6vFTaNb5P6ro0jXg06hXd2cq0PtE6MOp6MbzI1i4xstFl772DwDuifs82Pft6EYkUhZ8xfYnqqHkVaK4eXYy/gLqnbkOZ4cTRvE+5b/RTgrvwQdArtCGC17eEzXArkF3JmeHOH+6HQR32/NuRYlco9wH9xp2tfdhOerSfpgKGA87GXkDuwX1nN1qJ7Wyxp/vN/dCF7QPAx/dVnXp16dz7ArgyyHPzzjvP0MM47FC2yuoDkwP6v9/U50KxL9AzCCmseRvDw2xVkxQqfR8OccurHYd27MuUQNwFDgm4nnXA3+Pq0MKBtOf7O/vMR5doni9bgI46CJc0xG2L4EGSMD3vSjE+4BBtBTWeHU4Fd2s/gvrJX0Z6rILjZiUUJpEuKYGlEPsovHqpKjdiWwseZVY8ItR17MQErxsz0vZl/dAfg3dCZTw31TrBwWeoKNsm9U4XLzfdLO1pqOEm3tTBdBfpi33nuTQUM+iSm3Ze+YukB4AsyzPl/dbzrXvSQSOs21Al97EdDKKhcgQkOFW7v57/aYQsgs9sTltidPGHPv+QODECLo8DzWeMpQJZwXochE27IGGqauC0YP6b98fQiE0EZjlWEmXzv/XoBgfIUTCzHasy+lo2O7yCLr8qH3/GiJybfl1af++FvjEOHW5E5qc886Qbfh1eQo2pE4F8twKupyGRiJ2G6cud7Dvb0aZ4F+OupyPJiiU5U6rosuT0WjRTALCreN9TWhjL8cXpSEQL4x2EXBdhHayqJt5D9/xo3DYgEO047qvvcG4AM0OC5UNRrHB8QAVFoQKbYi/PdRjVBY3YQdQLQUyUK//b8BhYA44rwVYHHD8FgoM0lUNnW1Ily/G1OV9WE8dAV6bkLr0JqbPUSFsW0GXr0f5euLoMvQEWEGXnyZkin4IXT6U6HLr0CW+EPY2qMs97PvIBnSALj9V4ZxElxOsyzivzdLoy+mFhhhuxilxgXp1fkKhrEyYVNbvopiktcC7nePvpQAWrPYwvhcFAS7HsfRRbNe7y7WBWvVvxlemAwWV/yLGPTnbTgCnOsfmovW8PKxYUKjly/Y+/BonBIdiDk4I6j+aieKBtP9BYffYQYXd3naiyxI28W1Ml36OnFC6DPq9mLoMY4yH0WXFUiYvE136K3RsUV2GvP4wuiwp6RNDl0FlgRJdbnldVkyiiqvLiXhNeIMvpxeaBn476hp9AM2a2wdNm9/VfifMQr0vcK99vxNKrvg5NFsqLL9SBwqgfwXq8v4YGh6syhGEZvp9CcuSTCEMczSFEESo0BgFYr0PYcuxYDNqKNSbDDL+vCrye6EUAuehnq5q+J8fYt3SKFP0ifbYIuc7YXSQ6DLRZaLLRJeJLhNdRoIxxHlt1sa39xeaev0q+/4alJX9YTTNOwp25APY2k8oZ9GLaHr3zSg/ytwQbXwc+IF9vy8KEP06ugO6kTKMvSi78h/t+047oH+B7nCigo5bUFZ2rzD47SgQ/XaUviKQJdt+9zJskWGUDflpO5B+j/LMNAWc42XSeIN2CZopeIW9h1FwAokuE10mukx0megy0WVZXU7Ua7M1/HJ4oW7TH6Bu3zUosDJllfpbwrMOL7QD8St2MJzofPYNqmSX2O/tjmaInYWmQ3/AHheUDTiwwj0KIvySHdBftAO4Cc26e4lo2XutqOt2HkoOusz2qx11cZct9opm+t2HAoXXAEfa440ox1FghXsUG/A/KOfMQ87x3ex5VcvJJLpMdJnoMtFlostEl9V0OVGvhLl+fPILdOAsREvS1BhjRo0xV6CZIX7G30AxxixBuXj+iFrd9c7H+4fsy9PAs2hmzIMoEzJGn6YsChgMkvtQd+3XURfyfxljNhotYHs9+oCGEqMMwy+g9+J9wC1GmerXoOUXjivD4owx5mbgf9Fst2vR2oYYZeLeA3UNB8m1KPHjz4E7LRszKN5hZ2PMQMjuJ7osvo5El4kuE10WS6LLRJcTIh6KP5EIIiLNaJmXNXYgICIfQtNs/4PGzfuMMedWaecwFLjYCzxvjPm7Le3wU/RhaEUfzrJV2e33G4Bh4CVjzCZbiuESCoR8xxhjDq3QRiu68zgAjXl7pKm3AKcYY/5d5ZYgIrVGy/UgIo0oYPJa4HvGmP8VkZ8DdxtjvuE7byZaB/FB9J71i8ibUBf4L2w7exlj3uCck0GxEaNo7bp/GGM2isglKH7hz+hO5gPGmNur9DvRZWkbiS4TXSa6LLSR6DLR5YRKYnhFFBE5AqVFeBy1ru9AgYqNKFOwV9vr3Eo7ARGZh8ak7wFWozX7+lCG9FE02+UB4H5jzIoybQgan0+hu5dWlOz06yhz8Wm2jT8aY+7ynXse+pCtRmuW/cL+vRFNN96IssN/KsQ9eR0aY38Fyrr8BOo6fjVa3Hg5sMIYc5LvvB1QfEI/GmN/DI3534TG3T+Dlrv4mXFqSorIN1CeljUoY/c8NBX5pyLyYdRdvMQY8+sq/T6CRJf+fiS6THSZ6LLQRqLLRJcTL2YzxjG3xxeaUnsK+sDMQgfRC9jq5VRJLXfa+RLqcgZ18e6MZlZcT5m6WgFtfBYdMKCu7Negsfjvog92YF/QncxD9mE7EwVK/j8K6cRH2WsLk2EiKNP1ESiI9EL0Qf44liDVXlttwLnfBi6w7xehrvOv4/DC4EtRRsGeT9vfFdvP41F24fODzkl0megy0WWiy0SXiS7j6HJzvLbIj2wPL/sA1tuH73DfZ69ELelDI7T3atuWW/pjqh1M14Rs403Axc7/WXQn8DkqZJvYgesRi9agmTbH2gfwyIj3ZWecMkJ2gL0WBXp+pcr9PB+42nf8cHQn98Uy56VRQOdRzrEa1IV/EyFK8CS6THSZ6DLRZaLLRJdhdLk5Xlvsh7aXF7p7+SWWe8U5fha6qwm7E6hFrfW7gON9n91BCAZjFAD4MMqpMss5Pg/NnCmXpXIIyidzsHOsyV7DTYTMLrHn1aFkfP8NLHCOzwT+Ahxb4dwpKGDzAvd60R3NTUB7mfPOAP5tB0yzc/zjRCBNTXSZ6DLRZaLLRJeJLivpcnO8kqzGiGKMuRaNr/+fiHxZRGrtRzOALmM1GaKdPmPMaShj8NtE5Fci8joReR86KB8O0cZS4FDUDf3fIvJJEalBB3gXsLTMeXehoMwrRORzItJhNMvme6g7uDPMNdi2elFivJXAO0XkJBHpNMY8h7qr5wedJyJijFmFpv/WAaeLyLkishs6ab3CaKZO0G/+GGWBbgN+KSIfEZFZqBu+6n1z2kl0WdxWostEl4kui9tIdPky1+XmkARcH0Hsg2zs+7nAVegAegjN9DjJGPNslLZEJIemtL4ROAnNFvm9MebvIdpIGWNGRaQFZQB+F5qa/BBwhzHm21WuYTFKQHc4umuoQ3cCR4e5Bt917Im6g2fYPqxEi1TvZyeOSm3siA6IuehgfwAtMntHlfOm2N843/7ecmPMhVH6bd/PJdFloksSXfraSHSZ6PJlrcvNJYnhFVIcxWdQuo8Re/wVaMZIj91dhG0vZYwZ3Qz9nI1mt4TiVrEW/0I0o+MOtBTD2pDnCgoO9e5FHk1bTqFu3QeNMU8HnWfvZdYYM+T7LAXUG+WW8Y6lvd+odB3GmP6w/U50WXJuoksSXSa6DNVuossQ/d4edTlhv5sYXpXFeyDtw9ruPSxhHtQQbbs7gljtOf0TGCOAq/p74xEROQboNcb81f5fNLgitpVCJ5bhcoNLRD6P1jr7izFm2DvP7l5CD8hEl4HtJLosbTvRZaLLoP4luqz+W9uNLjenJBiv6rKPiLShseVPeAcdCz7UPRSRtP27t4h8UEQOd5Ue5iFy2mgTkQPsgBix55tyD5H7kIlISkTqvLaiXIMj89EY+ZWi2IVh+zCHYh4WkRNF5EER2dsoc/Gw7U+5QXCZMeZPwM0icqmI5L2JIOIuKNFlqSS6JNGl/b1El4kuX/a63CJithCKf1t8oWm77wD+gZYU8AqFhqoi77TjeRZrUQDft1DG3h/hVHiP0N6f0OyO59AK8w1Vvp+yf99vf/ta4E0x70na/j0QJZ97GPhY0PVWaCMLXIyCLr9LhWrwQM7+XYBiFH6HshS/JdFlostEl4kuE10mupxIXW6J16T++LbyQssJ3A3cgJLB1duH7KsEkNZVeJDOQXcWoLwol6E1sK6iSjV0Z2CfBPzUvj8cZR3+Q7lB4vz2K4BH0Z3Uc8Cr7fEpMe/J9cBHgI+ipHh3AK8PcQ9cHpbpdjA9juVRcScU55ob7OSTtf+/Gfgn6hoPXWA20WWiy0SXiS4TXSa6LKfLLfWatB/e2l84jMKektECp39A+VRuwCG1C9FeB/BjlI9loXN8Z+ALIdvIoDW+rvIdfy9q1ZfdBQEfRjlV9gFutcdmoMzGTRHvzXHA37z7hLL+/gQth3FqhfO60OyY2d7kgKbyXg/cUOG884FL7Ht30rgcODrRZaLLRJeJLhNdJrqcKF1u7tek/Oi29ELj1B8E3oqmwuaAt9v/Qw8m1GJ/lx0AlwAnAG0R+7ITcCWaQvtBYLHzWeBDRMFtfShKHPcUsI89dinwgxj3ZJYdEF3OsTfYiadcPwQtWfFHdPd2ItAO5FG3/Czf9z9s28zZezYCnJPoMtFlostEl4kuE11uDl1uqVeS1RggTubDBRSKnB6Nul3/CPzVlCGeK9PeAcBhqKt1OppW3IUWLf2xMebxCueWZJSIyFFoyQiDEujdYox53vedkuwaEbkILVT6G6DZ9uPVpkxR0SrXdDG6u/sOyoz8E+Drxpif+75Xkn0iIiegbuRV6OBcbYw53fl8KnqvX2eMeVpEZqK7yE8Aa4HPGWPuC9nPRJfVrynRZaLLRJfFxxJdvox0ucVlMq2+rfmFxrzvQN283wS+iFreT2KLjkZoaz+0bMKt2Bg9Cpy8lJBAPzTW/z/oLmgROqjfgQ7KmRXOeyvQQwFvcBpakf4i4JCQv+3Fy2eg9cY+iQ6wfVBX8g3ApVXauAotEfEedBBl0SKle6GcMu53fwC8z74/APidfd+E7tJeAE5LdJnoMtFlostEl4kuJ0qXW+o1qT++Nb6AOvt3BxRgOAe40/n8FsLVhSoCMKI1s05DK9R/EwViVstM8Qbj64H77QN0AWq1X2E/mx9w3kHADOf/d9mB9P9wXNcR7onXj18An7YP83dCnLeT/ft24DYUR3CZnSBODxoAaP2xUWzxVzvhnOXrx1wgn+gy0WWiy0SXiS4TXY5Hl5PxmvQObE0vNA58NtDiPABtwN/swHoP6qYM2149sLfzfw4t+XAvcFOEdn4InOv8PxX4FTC3zPefAPbFtzsArkbj+N+x/1eNczsP86uB39j392PTelFX+OyA804HBlCA5A+A6fb4zmjdsW9SZieEpjXfBmwCnnWOZwiZmpzoMtFlostEl4kuE11W0+VkvCa9A1vLC63/9C+c1FnU7VqPuj7vRAGLVSuYU9gFHGMf7KuBTufzb1VrB2engu4krsTZgaA7olMCzrsAuN6+/wIaa3fb+ipwXch70gW8DwVn7oKmNX8K+C/7+WyU76WEIwZNTT4DrWb/ktcn5/ODgQVVfv9V6AR3D3BAostEl4kuE10mukx0OVG6nKzXpHdga3mhKb+fse87Uf6Ru1FX6Tvs8dYQ7Xi7gGb7/1SUwO5JNOZ/Nf+/vXsLsaqK4zj+/aeDlKnZRcWHmETFskxNFINAhClMuzwoWk2kIYmoXexCTxUYvWVpWkoQSZAZaD0EoUIKoWWKaWGUYBqkXYSyNLS8/Hv4r6njODPn5uxzZs/vA4eZc1l7r3N+nMNae6+1Nmwqso3pxIJxT6byfYEPiFZ7M7Ew3rY2yg1MX8DVRG9jbdrfAmKw4hDi3PngEj+TqcBG4IF0/33gNNCU7q+jjR5V+uHYUHB/InHI+AuguYJsniEGfH5MwRo1ylJZKktlqSyVZSVZ1vKmWY2AmTUQgwGPuPsrZrYc6E+EuQOYSQxEPFFkO4OIw7ez3P3r9FjLxUKHEl/O74nDyQc62M5cYiDhTmImxrvuvtbMmolezAFijZftrcq9RVyAdBdwHXAMuILonZwkzpPvd/cFZXw29wArgfeIcQNTgXnEAoFH3X12q9cPJHpiHxK9jN3ufiQ9NwN4nDg8PtXdT5ZRj97APHdfWuR1yrL9uihLZaksUZbt1KNbZVlLanglZjYeeIFYqO4qYG5LUGa2lZhe+0mRbawCDrv7EjMbQBzGfYyY0rve3deUUZ/5xEDFzcR6LH2Bpe6+u53XNwLr3H1Cut9EDAAF+JOYdbMB+MPTRVCL7H8ysCV9CQYQ04yPEefPjxBjDg62Ua7wh2kM8d4/IwZcnjKzPsBEd99UwsdQEWV5wfaUpbJUlhduS1lWqKtnWWtqeCVmZsBI4pz7IXf/Lj3eBDzn7rcVKV+sFzCL6AUc76gOngIxs8HEqsE9gWXAWKIn9DMxcPDvNspf6e6/FdzvS5w3v5GYJfKqd7AGSkG5ZuBlogexJu1zFNGb2+fub7RTrpHzf5gmE4ff+xM9l+3uvrPY/qulLM/bjrJUlo0oy//qoCyrl4csa8rr4HxnPd4AI6bU7gGmlFhmPLFw3qfAN8CtBc9tBSYXKf8E8DQxyPIW4hD2w8QidwDjWv4vpf4F/w8BZpbx3kcQ1/faQfS+FhKHcr8lpiF/RDtTjWm1ujDRI5pOfCneBG5QlspSWSpLZaks6yXLrG864tUOM+sFjAbGuPuqEstU3Asws2uBQ+nua8RMkznEIniXAdPcfX+Z7+GClZVLKNPg7qfT/w8BPYjpwT8Qh4LnEGMKXipn/6mnNsHd15VTn4tBWSpLlGWb+1eWyvJiyEOWmap1y6/eb1B8HZaOylJGL4A4R/0OMV5gNvGFHEtcVX1ApfUoo76NxIrJLTNsBhG9qIWtXlfSOi/Vfn7KUlkqS2WpLJVlPWZZzU1HvDpRJb2AVG4Ksfjdj8Cj7v5lJ1Wx9X7HE4eshwM3EZef+AdYREzvXeLu+yrp5XV1yjI/lGV+KMv86GpZVkMNrwxU+iUys2eJ9VV2AHd5CTNlqmXpIqNmdgdwH3CY6JXNIQaOLu7sOtQzZZkfyjI/lGV+dKUsK6WGV52zEtdW6cT9DyUuBXE3sMvdt9aiHnmgLPNDWeaHssyPWmdZKjW8RERERDJySa0rICIiItJdqOElIiIikhE1vEREREQyooaXiIiISEbU8BIRERHJiBpeIpIrZnbWzPaY2T4z22tmi82sw986M2s0s/uzqqOIdF9qeIlI3px099HuPhJoAu4Eni9SphFQw0tEOp3W8RKRXDGzE+5+ecH9IcBO4Gr+v75b7/T0QnffbmafA9cDB4E1wHLiGnqTgF7ASndfndmbEJHcUsNLRHKldcMrPfY7MAI4Dpxz91NmNgxY6+7jzGwS8JS7T0uvf4S40O6L6Rpy24AZ7n4w0zcjIrnTs9YVEBHJgKW/DcAKMxsNnCUuVtyW24FRZjY93e8HDCOOiImIVEwNLxHJtXSq8SzwKzHW6xfgZmKM66n2igGL3H1jJpUUkW5Dg+tFJLfM7BpgFbDCY1xFP+Andz8HPAj0SC89DvQpKLoRmG9mDWk7w9MFeEVEqqIjXiKSN5ea2R7itOIZYjD90vTc68B6M5sBbAH+So9/BZwxs73A28AyYqbjbjMz4Chwb1ZvQETyS4PrRURERDKiU40iIiIiGVHDS0RERCQjaniJiIiIZEQNLxEREZGMqOElIiIikhE1vEREREQyooaXiIiISEb+BZN47qT9/neIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 整个月租车数据的可视化\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "plt.figure(figsize=(10,3))\n",
    "xticks = pd.date_range(start=citibike.index.min(),end=citibike.index.max())\n",
    "plt.xticks(xticks,xticks.strftime(\"%a %m-%d\"),rotation=60,ha=\"left\")\n",
    "plt.plot(citibike,linewidth=1)\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Rentals\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 提取目标值（租车数量）\n",
    "y=citibike.values\n",
    "# 将时间转化为时间戳\n",
    "X = citibike.index.astype(\"int64\").values.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用前184个数据点用于训练,剩余的数据点用于测试\n",
    "n_train = 184\n",
    "\n",
    "# 对给定特征集的回归进行评估和作图的函数\n",
    "def eval_on_features(features,target,regressor):\n",
    "    # 将给定特征划分为训练集和测试集\n",
    "    X_train,X_test = features[:n_train],features[n_train:]\n",
    "    # 同样划分目标数组\n",
    "    y_train,y_test = target[:n_train],target[n_train:]\n",
    "    regressor.fit(X_train,y_train)\n",
    "    print(\"Test-ser r^2:{:.2f}\".format(regressor.score(X_test,y_test)))\n",
    "    y_pred=regressor.predict(X_test)\n",
    "    y_pred_train=regressor.predict(X_train)\n",
    "    plt.figure(figsize=(10,3))\n",
    "    plt.xticks(range(0,len(X),8),xticks.strftime(\"%a %m-%d\"),rotation=90,ha='left')\n",
    "    plt.plot(range(n_train),y_train,label='train')\n",
    "    plt.plot(range(n_train,len(y_test)+n_train),y_test,'-',label='test')\n",
    "    plt.plot(range(n_train),y_pred_train,'--',label='prediction train')\n",
    "    plt.plot(range(n_train,len(y_test)+n_train),y_pred,'--',label='prediction test')\n",
    "    plt.legend(loc=(1.01,0))\n",
    "    plt.xlabel(\"Date\")\n",
    "    plt.ylabel(\"Rentals\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-ser r^2:-0.04\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ONbytQRmIOgdG8kiqfSBSoadmRHxpmUPdG7OARYe6fx0AYpfNC7OPWL/tUBcWALpyFn8LXti006F+CYDXE0IOAfgOgFcSQr4J4BQhZC0AOD99+8Nyzr/MOb+Mc37Z2NhYG4dZHddNWz8Yx82PHQ1dCSCnW4g7tac7VeWjFa3Hm20G0uz2gP0etGra1rIikPUzMJFYC0IYcmbjJyHX1VZl0rH4Titotmye2YI61CZlLcv9cs7x7UePAACmFsO5e94L3ZXkULuvYc9XsAjB4TlbWIb5bukmQ2LLF/HY0k1IqikQWet9h5o261D3WORDTwNyFFDjQLQ/ZOQjbTvUyVH778JCa8coELSJtglqzvkHOOcbOOdbALwFwM84578P4HYANzj/7QYAP2zXGJrFdfN+/6rNODibw86ji6H2k9UtjPVFAXRwUaIzHcy4PY0ahlZVhmhmmt9irGWu5on8PsSGnkJSjQMAFguNd/HSTIqYKiERUTp2cdQKmr24aUXkw6Ktq/Kx69gSdk/ZJ+sTIQV1Vu9Nh/o9N+/ER3+8u+r9q6nJzuG5HC74p59ictr+Lh6ZtwV1mOOkQRmIVEBCSaFP7QORTOSMHnFuq+EKYiOsQ+1GPnrkebpxDcB2mZuKfAzbf4sctWCF0I061B8DcB0hZB+A65y/exLDcUYv3jQIIPyJO2dYWJh4L/rOubHjZfPs35t1mMMJcqMFkQ/Tap0IO6T9Enz0Zlw0ejm0qTcBXG14H7aglpGIyCsq8uEKYiNkZKMVsw0Wa26Rq5dvP3oYiYiMDUNxnFgKJyZ6NUO9dyqN505Vv9hzZ51Ww6LEw3N5pDWrWEmpGUGd1QsgkoWkkkJfxO7OtxQmctBJmo189JpD7RXUoR1qT4YaEDlqwYqhI63HOecPAHjA+X0OwKs68bjN4gpJ111eKoRzsdJ6AXC0W6dqF3tzzxbliIZ4p5ut7FDqrtdEpZEWOtQFugSJJ7Ft8HSYi1eAs2jj+zAo4qqMeETuWNfLVlDqnNm9OtQm5aDM/idLJPR+0pqJH+2awvUXrcPB9CROLIU7jLmRj/6Y0lPdEg3Kah4nmo3v9BLuxXLJoc4BCHecnHfyu6lIH16x/jfxpZ8MQb2iwbbXnabZyEcvZqiLgrqvcUHNeXmVD0C0HxesGESnxBq4btpoqjlBnTVLGbCOLUqk3Pf3hvbh1h4OKWhLixLDP2erhaXWCiwNmfeBQ4cUO4pFfan+RsvQLAZr6BYU+r+3oqp8mE12OizGDJqJ79DmPk8uTx9bQsGkOGPzNHZLH8Ix6/5Q+3EjHxuHE70lqK3aF5HNRrF6Cfd5Ts4sj3w0HqdacOIFKbUP/dEUwGIwet3FL1b5yDW3fU851P3272EiH2bBfk7R/lKGWkQ+BCsEIahr4J74+2MKIrIUWlDnrZKgzuqdOfBRjxMZNvJRcjWbjQk0URmCMugtcoINnoGKPkxph5Dc+nkcSD/T8D4KBgWURZjKoRUjqCnjcNfThp0tsFoR32mBKAdK7qWq2D915flQjqYr2jYO9aCgrulQr57Ih3uxPTmdhUkZTjg168MYDzGpH9rUG7Bt4FykzVlExu7E0eyBlo635bgZ6NAOdQ9nqKP9jVf5cKuEeB3qfG80BhMI6iEEdQ0MyqDKBIQQ9MdVpMMKalYS1BkzRKYsBCZr3qE2mszNmi1YlGi00KE2eQZRqQ+DUXsaOBfCFdItigiGQcnCiol8WK24uGrJokR7W72JGQug9Hm6fOJqjEY3AsTCVIgcdVaniMgSJvqjPSeoq31nmFPKElgdDrX7PI8vFrB/JluMqoW5WI2QPpiLV2FDcgNMnkN09EEczx1q5XBbD3U+d6ulyodboQMIF/lw/39sAJBVIDpgRz7u+gDwgz9t7VgFghbTkQz1SsW0GCKyfc0xEFdCOdScc2iGjBgAlU4gzzpz4qYeEd2tKh0taVfNbHHBOQch4XO3ANC/9G5sG+/DYDwFAMhbjS8EKhgU6cRD9vZhV+Z3GO8FVdjaxVaTtY/LhWBzzqr7eYooErb2nYHpzE6cWCxg62iyof3kdAvxkUcxg8NIaxthUgZV7r7HoNPqkQ+z7OJo5TvU7vPkHHjAqSdOSDiHeq4wByl6HJJEMRC3YwdZs8cXJbJVWIe6mSofRYfaLgSA5Ajw9C1AYR4Y3NS6cQoEbaD7Z48exqQMqmK/RIOJSChBrVsMZvZMvHvzbTjD/Aio0d/qYfrijWmEjWwUp5ZDbu8K8WYaUFjUFmLLxzCb1bFnqrGDtV4Ywmh0DQajtqAO41B76+Nm6cpYfV4mqJtt7BJye68QbDby4YqwT+36J+xL74SZvgDHFxp/L3O6BTZyK3ZkvgkAobrzheHJo4tVuztyble1qRZh8S42Xg2NXdJ6GtG13wdRFvCzPXZLgo3DciiHevvMz5E87bMweQ7DcVuQ5czGS2N2FDeyEfbivJc6JZoaQPXyyAfVGxubN/IBOM1dnMgHrXH+NXLA0ccaH7NA0EKEoK6BQb0OtYrFfOOC2l34lIoqiEfkjjUD8U7zh23u0myVj2Lko5nGLlUWsn3uZ5N4x389Hng/WSOLXOxeWPIpe8ESAI2GcKjNkujS2MrI9pWJ2Ra8l2EaHHlFfbOC2t1+z8JTuHrd1TBmXoOppcbFcFa3ILF+nDf4YgDAfL79gtqkDL/zxV/i5seOVLnffp2qOtTexcaroPX48cI+RAa3I77x/2LHsSnEBp7Fwvj7Mcd3NbyvjGFfYA/G+jEYS4JzCQUr5GK/TtEqh5r2gKBeLoajjnnUSI56+T5GzwLGzgbO/53awnzXd4Cvvbq0vUDQBYSgroFh8eIU8EBcDeVQ53QLsbXfw3eP3Yjd0j9gHttbPUxfvI5uaFeRNucwW01msL37WC7CZrM65nJ6YHF3MncSGLkDBXIUsiSDn3ob1ipXNjwezbKzjluj10LLbmx4+27Qioov3kWuYWYsWi+oKWbyp7CpfyNG+ggOLTbeqjprGGBSGmnrFIiyhPls+wW1Ydm1uDOafxULtytote6g3ovjZqMzvUDBiSrIsVOQh+7HRPR0AECenWh4XzkrA84UpKJxRBUZnMZQoD0uqFuWoe6ByIcrZqOeyIf39kD7WCzf9vWfAf7050ByrLZDrWcATsO1OhcIWkQgQU0I2UYIiTq/X0sIeS8hZLC9Q+s+BmWIKs0J6qxuQYpOg4OigKmOuZq0BU6W1aTDbFYRw0Hx5m6XO3YZzYJJeeAa1TPOSvGBiP2xjeqXIoZ1DY/JdbXXxc5BwZBCt6PvJGWLEpssmxd2H+UueZOLEikDURfBwLA+tR503b/gicy3Gt5PRrfjAHuXnoDSv6sjDrX7Xaj2uS3GpJya3ctp9n3oFI9MzuLGW5+q+/9MysBZBFvwNhizv4YtQ+sAEBg8RITHzIKzGKKKBEkiMA78PS5JvSPE6DtIscpHsxnqHnCoiwsKHTFcdKgbiOYtd6glGVCigBKp7cI3e2EiELSAoA71rQAoIeR0AF8FsBXAt9s2qh7BtEqLlJIxW8T5neRqkTcoiJLBuuRG2CeKzmT6mnWoOedFERTW1SyWSWtD7tbNoKarZFGXs1CwnYu+iB33UOLHMK3vb3hMmmVhUN6MU+YzUFLPQjN7V9S4WC1YoOrdLkzpPe8Ymm3Uo5sMkmpfIG3o24A+aQPS7HDD+8mai8Xf5djxjlT6qHeR6b149XOprRZU7+kE9+w+he88frTu8XJCvhTk0L/gmok3AFzB5uGUXa0DjTuNeSsLTuOIOCZIVIm2rMtq22g28sE8ZfO6fXFvOBdBzjEWTjWlxiIfaUCOAEqs/HY5Yovmas+xKKhXxkJxweokqKBmnHMLwBsBfIpz/lcA1rZvWL2BQRlUheCZ2Wfwjam3QE5MVl1MVI2MZoIoWYzGxxEhCVjozBSkxRjU4YdA1PlQGeqy2sVhRZjliodwjqRZJsLK9+Fm07NVps6XkzFs56IvErfHNHgLntO/39B4OOfQCgN4w/i/IUNPQB16DHnDwlLBxEymBxyiKpQ71GEXJXoiG2Ecalr94qhRDEohERUvWf8SbOrbhPHYaTDlEzBoY4JYKwzjlfEv4eq1L+6YoHZfu3oONWBfOCynPPLRu2LRfS2rRVdcdIsiokg4fdwWYZuGE4hJfbDQuPFwQf/roE+/tiio5cFH8FT2lob301GadVa9MYgGP/8tx3XJXTFcjHw06FDHBuxSL17kiP2zWuzDfe4rpPKSYHUSVFCbhJDfA3ADgDuc29T2DKl3MJ1FiY8cfwQAoKT2Nhz7mMkvgBCK8cQoolIKjOTBOlDuSmdZxCZ+jMSmr4bLvLLmBJR3H81WlgD8Ix/en/XI6PYJKxW1BbWEGEze2MHXoAyMAzFVxkBkDERZRN6g+OAPn8G7vrmjoX11ErMFDnWzUYOyz1MLMtSKsQ1f/LUvYiI5ga19p4MQimdnGptxyOkUQ7EBXLbmUkjRWZzKLtbfqElKiw79hWaZoPZ5ncwWVGzpBK6grlet47j+BNjot3DGRASEAOes7ce1w38Obfq6hmcDR5SzQLNnF2N6JL4fx4xfhnsCnYAxgDvvcWiH2nM+6naO2n18xe4sHDry4cY9vBQFdRXjgjbp9AsELSCooH4HgKsBfJRzfpAQshXAN9s3rN5AdyIf2WLpJd6woM7qGsz0+Thr+ExsSVwKpq/pSKUPRu3rHaaPhcu8erbpdmMY775cGhXUFw2/DNl9H8C6pJ2bVkgcFm/sBKQZDHJiP2479bfgMCGpdgvs505mMJftXYeaMg45sR/q0MNNCOrmnNFWLqYzLHvmyOXskbMAAE9M7Qm8D845CvI+PGd8B6cNnAYAOJLd19S4glAv8qGXCerK4wQtK4fZuw71nCuo6xzrFq2jsBI7cPpEHx7+21fixdtGsDl1Dpgx3vBx8nDuaUiR6WJlJgXxhi+aO4pXDId1Vqnn+NftHHXRoXYEtSuMG63y4Seo3X1aVVx4kaEW9ACBBDXnfDfn/L2c85udvw9yzj/W3qF1H5MyRBQJl01chrMHLoIxf03jpfPoALTjb8NL11+N16x9N4y5a0M1LWgUxmTAHAKn8VCCuBW522oVOoLifVzv9DdjvBT50IO9HxZVwK0B9MfsA7NC4rDQ2MFXsyiIksYp/XmMxMZBZA1z+QyOzOebzgW3E5MyKKk9iIzeH362ocnPQ/nFUfOLErH2c/i7h/4OAHDO2BZoU29AEpsD70O3GEjsIJ7J/TcunbgUG7T3YfehAdzwtcfw1YcPNjW+WhhW7e+EUWNWBliWZe/hyIdb07teS3iD2SIsIkWwfjAOQggy7AiU/p3F1vBBeWDh3xEbfbjYAEomcZgNfsc7ije+0GyVD6AHHWonQ91o5CPq06uh6FALQS3oXWoKakLI04SQp6r969Qgu4Ub+Xj5xpfjo1f/B7g12LhD7WSuk1EZ8YjdmDJM04JG0VkWUBcgRWdDOVmtOHE3W4e6Wm436znRpgM61E/P7URk9F6oir1PlcRAeWOOTsGgIJK9zYbkFgDA7unDyBu0pwW1xTg4V0BkLfRsg8U4ZMkWKkaYRYmtbuyiziDmZDU3Dw3BXLwKxBoLvI+cboEoWUSkBIZiQ3jbha/ApqEhPHVsEd/8VeMLHIPifpeCZKj9xGgrymG2G855MfJRb9GuyQyAy5AluXjb/vwvEFt3C3IBL5ZL+ypA5qXFbCpJgEEDZZ2p/d8wXnEYusqHZx9dd6hdQe28B7IKKHFAb6BsnpkHIj4dTwNHPnq8TKJgVVOv9fjrOjKKHsWwGBSZ4XD6MOaMDNShX2Ix/6KG9rFj8b+ROvNWGOwVeGj2JiS33YW8eU2bRlxCI3YdV6qtCXXiNcsy1M1FPmoJqLxhIarIRbFWPgZ/EeaNeQSNfOye34Ho2L1IRD4EAFgv/RpI9qJA27poFgUk+wR27YZX479+Oob5iSEA89A71LAnDCZlUPt3gRAKPeRJ16IMCVVGRread6ibFNR5Mwcu5bA+tR4AMJSIQIqewOGlIQDB2hPndAoi55BU7Onl117Uj93mj7Fh6mXYMdm+97J4kRlkUaLP/6EtKIHYbnIGLX7368U2LGZAksqX4z3AnicAACAASURBVAxGB0EIw2x+CVvRF+gxKaOwoEFGvHhbhKQg8wQKVgEpt/JEL8E8x67Qgtob+QjpUFuGneVWY/X/b839LIt8AI23H7e0ygof3n3WW5QoHGpBF6kpqDnn7bNqVgAm5TClk3jdbX+Mi8YuRmzNTkzlXg9gS+B9pM15EGIirsShyAREXQgcU2gG05lKNZcuC+VQW2UZ6vY1drnukz/HO16yBX98zWk+2/tX+fBW9gha5UOjOjiTkYzYJ+8hdROmtMZKqXsd6onkCMASeO6Una9vphtku7EohxRZAABoLJyDY1KOeCS8oK61wLRRMpbdxGVD3wYAQCIiI7H5K3hs/loALw60j6xugcg59Kn2Z4ByigePPQiVPY+8+cdNja8WxQx1ldewXpWPsk6JPepQexvk1JuN40yFSobLbhuK2u/JdG4ewIZAj5m3bEGqkJKgXoPrMFx4VW+KaaAkDtVkiyIfIR3qH73XFr2/12Ql3OUONWDHPhrJUFtGuSB3cR3qas9RlM0T9ABBG7tcRQh5nBCSJYQYhBBKCGngsnNlYlis6PS+ctMrAABTueMN7SNnLUBi/SCEYCAyAEI4lgrt7+bkLriTlMVwDnVLahfXduMsynB8sYBjC/4nk2ql1rylC4OWMSxYGsBVxCP21DKT5pGVd0BvoGWvZjJwqx9nDVyMhKogMnY3nl58yBmrfyOOXsA7Lo2Gc7Eo48XXLszFQyuqxrgUmF2NYzwxDgAghEDiMeQamO7NGRaIrBUb/YzGR/H+y9+POes5GPFfNDW+WpTK5vkLzXqLEpstX9gJvA1y6jnUA9rrcR4+UnbbcNwW2LP5ucCP6b73XkEdVaSefY0AlMRwbKD5xi5AeId68SgwNxluWy+u2HXFL2DnoRup8mFp5du7BI18iLJ5gi4StMrH5wD8HoB9AOIA/hjAZ2ttQAiJEUIeI4TsIoQ8Swj5sHP7MCHkHkLIPufnUDNPoJ0YlEEjU5CIhJeufykAYKbQmKDOswUosKeVh5zVy7OF9pfnorAPrvENN8MMUQe6TMwuE+THFwv4+i8OBd5HNUGf0+1xVVt8VF1QNx750C0dnKuIqbYoTJM9KAz9X8wVgp+0NZPCXLwSf3/Jp5GMKlAHHscSdvmOsZcwKQPn9led0XopL38sxhB3XrtwF2ity1CD9mPAfBkmEhPFm2TEkLeCC+qsbiF/6M/wlxf87+Jt12+7HuORsyAN/CL0rEw9zLqLEkvfVb/8sXe2KewYGeP4wgP7AzdFapT5XEn01FuUqFusWJXDZdQR1PPaQuDHHIgO4Fzy10jSc4u3WfIUpqJfxr6F9ldvCYUrAmP9dvyjVmvtajALIE7+PKxDTXV/0XvqWeDJm4Pvx41reGtINxr5oEaVyEfAOtQi8iHoIkEFNTjnkwBkzjnlnP8XgFfU2UQH8ErO+YUALgLwakLIVQBuBHAf5/wMAPc5f/ckhsWQ48exqW8TtvRvATjBvDHV0D50toQI7FXLw3FbUM9rDSzSCAlF6eCasxpvkmBRDiLnQCIzFSfu2588gQ/d/mzdZib1prfdxYWFKguXvK6m17lzhYAskWK1j3oY1ACYWhSFCcVe+FIqiVgf122LR2QkIgq4NQg5OQl16BEQJV23iUW3sBgH0ydA8ucBNFgmdTmGfAQnB2+EnNgfShC3omqMi2Suwyb+dqxLlVrHq1IcOg3uTuV0CwDBYLzkaBJCMBrZCCIXoLXp4qixDHV1h1qVSaj68gAwOZPFx+/ai/v3Tofavh5znshHPUG9ELkDR0i5aDt9aBtyB96L9bELAj9mXIkjyc5FQh4t3qYoJrTITkzlGjtmdwxXHLpVLYwQcSxqAlEn0hJWUFt6qeW3l8e/asdBgnZgtPTKuEbDkQ+9JJ69yNHS/X6IOtSCHiCooM4TQiIAniSEfIIQ8lcAfJbiluA2rlpRnX8cwPUAvu7c/nUAb2h82J3BpAxZdhxbB7ZClVWofARp62RD+4ibF2FYshe/bRnYDHPxUnDqc8BoMVL+fIw6edKM2Xg6x2QMidM+idS2f6sQQG4GfDpTe4rR8ogH7nNQzjliuFrOspqr6Yroib5oYJftir4/ReHQe6HKtnsSVxIAgHwDB2DNpIiuuRWf2vWP9nTy/EvAWQSxNT9CfMNNPVvpw34dGWSJQKeNlSJzYSQPSjIACZmhbmWVD2pCXWa0R6UEjAZqDi/kM4it/S72Z8qLFZ3VfyXMhavbVomnkSoffv/HfR1jqhz6dXRFbrue40I+eIZaVw4iy8sb8gzFk2D6OrAGjpMncycxTR+HrJQEV1K1hWbGaH/ELhTeyAcQzl1lJhBxLpLDRj6oYQvR5TWe83P2fYWAMwVUr3SXowPBIx+c2/uQa2SoRdk8QQ8TVFC/3fm/fw4gB2AjgDfV24gQIhNCngQwDeAezvmjACY451MA4PwcDzPwTmBShktSb8Pvn/P7AIBzyF8jlXlLQ/uIZn8TWyK2mX/uyJnQpt6MOFnT8rEuh1l9WKNcCQDImY074qbFICm2Y7J8it+NakyngznUAHzdNFdQV3OxqjV2cWMe6wbjgSMfhiUhLieLNWoTjqDOGI051FJkDmlzAZJEoBYuRf7A+5Ba+kMYC1f6LiLrBSjj0I6/FVbsaaSlcB0dqdMKWh3c3vUqH/PSA3hC+hMsecpxnRW7HmThNYH3MZ2fhTq4E0tmuUt7wfBLYcy9om1is17lm7IMdY2yeXFVDu1Qu4/drgZTczmjOOtfbfbJhXETslQunBMRGcrA49izuD3wYz458yQOK1+ApJbidO5ixEay9R2FLhfUeeDp7wOfvrB6AxO/fbTCoQYqhW9h3v6ZCejw+znUjUQ+XFHstyhRCSqoe/S9FrwgCCqo38A51zjnac75hznn/wsBSuo58ZCLYC/VvoIQcl7QgRFC3kkI2U4I2T4zMxN0s5bBGIdJOU5LXokr1l4BAJiIr0emINfZspy8YRRb4dqLujhyRsCDZROY8hFk8RwAIGc17tBYjIPmN4EzpSKy4TrEp9K1HZF6IqpehrqsMoTn5J/RTCjxE+Cp7YEXJe7O3YnI0K+Kf7vu1UID+T7NZCCSgaRqi/GEs0jvRQPXwFq6rHcjH5SDM/skZfFwDg5F6T0KFflgDFL0BKTY8aYXillO/fCYxw3b1n8hMoun+c6E+DGv2WJhTWq07PaIQkHkDHJGe/LF9TolGtTuxinFjvk71M53Kh6RQ0dn2i2oF3IGRlPRQI/BYUAl5YI6HpERHbsPz6TvD/yYOScuMZooVe7pj/S4Q+3NUAO2oD6+A1g4BMwfCLYPZgFuFZNmHGqgMvbhOtOBBbVPybtoH2Bk7Dbrdbf3KbvnUrfKhxv5EA61oHsEFdQ3+Nz2P4M+COd8EcADAF4N4BQhZC0AOD99g3yc8y9zzi/jnF82Nha8YUOrMBkDkTOYtp4pxgK4egLp+G3INuBqZta8HwfZLQAAQiykzvoHPL7wg7aM2YuVfBSHrJ9Am3oj+qT1DW9vUgbO4mD6mooMtSuApwNmqJf/7uIK82oulleQ697GLpqF+JbP4Hn2lcAZ6qP6I+DJp4t/j8fXIX/oT3Hp2FWBtgccJ13SkYrYgtqterFpjINEZno38sEYouN3AkDD7dYBu1EHJ6UTVdiqMcnTPoPk1s82/TpZ3ABAEPE4m7K6ABrdG1gkLhq2WBhLlJdse3LxHqTO/ChO5WabGmM13EWJtSIfic1fQXLr53wXJbrfo7gqV7wPCzkDdz5dX/y43yWtTS78fM7ASDKCmCrVzVBzYkJd5lBHZAncSiJnBZ9Zc2eaNgx4BHU0CWYOgqAxE6Qh9v4EyIbMovtFPlzxOvtcsH20wqEuCupli+XzrqAOGHP0zVC7+fAAFzXFKiEi8iFYmdTrlPh7hJAfAdhKCLnd8+9+ADXLIxBCxgghg87vcQC/BmAvgNtREug3APhhs0+iHRgWg5w4iDumP4TjWbuyB1PmgMEHcHApWHluyihAKKLOASKqRAFIyJntd0wYdCSkMdClKxEjo/U3WIZFOYyFK0H1NdCs8oNU1nGW6zvUtXOz9SMfQap8BHP7LW5A8ThhqUgCtLAVCkkE2t4dJ5F09DmOkOtQT+EuJLd+qqcdaqXfvpgI41BbjIMZI8W/w9Whbl3kg3IdMiLF+A4AHNIfRGLT1zCbC3bBkDZs8TASGym7vc/p0ragtec76u0e6uemGxYDpzFYi5f7fp7cEogxVa640L1t53G8+1tP4Phi7ffYff3btfByPmdgJBVBXJVrCmrOOag5gD6lPPVnl0FMIW8Fnz2aydnie/NQqWhUIqIgN3kj3rTtrQ0+g4BQE/ju24Bffi789kBJdJr5knideT7YPpjZvEPtxkuWz9YVIx9BBbVWKYZd9z3ITCCt4VAXG7vUEdRhFnYKBC2inkP9CwD/BlsI/5vn3/tgu821WAvgfqdF+eOwM9R3APgYgOsIIfsAXOf83XOYlBe74sUVuxLA2qRdVWBy/kigfbg1jiOegwxhCeRp+wU1JwZUEoWamMKC2fgqd5MyEDmHyOB25JaNN1eMfNRzqGvXzM0ZtRcleheylVf5KAnqvKkHKh9GuQHZI6ijigQ5sQ93Hvxx3W1dCgYFtG04d8QuzRWPKEhEZAzHUyASRb5NMYFm0S0ThNivkVtOsREsykFzZ2NI2QzSxKJEqq2FVDiveUENHQopP+kOxOyFWafSwVxNzTQAFsdQrLxq54Dj9qX1xivjBMH7PfD7TugmBSQTMlK+LrbJOJTUs1iK/6DifXAvNPedqn18KUY+2uhQDyejiKtyzcewGEfh6DtwzfAfVdwn8xR0FlxQT+eWwGkU6wZLa+XdC958m54nLM3uMDgT0E1eTkWGulASr4Edam/ko4myeUB55MPUShUzGnKol0c+HEEdZGGiiHwIVjg1BTXn/DDn/AHO+dWc8wc9/57gnNeca+ecP8U5v5hzfgHn/DzO+T87t89xzl/FOT/D+TnfyifUKgyLgUj2l9QV1GNOPm82H+yknTdt8RLzCGqZJ6HRDP7xv5/B3932dLVN63JisYDXfPohnFzyF0ic6FBIDOr6L2F3LrhodLFP3HsBAAYtP0i5grpelQ+TMsRUyfm90o1z4xrV61D7u5pZ3cSZ2r/jTzZ/HeCRYha7FhT2BYZLVJWgDu7AN/Z+se62LppFEVt4O95ytr0wNRmRsWk4gYRq7zdr9ObB3HBONjJi4IXTG97evrDhuKDvdTCXLg6VgTYpB4gFhUQqhOAt24/i3d8MvljSyp2OM+PlCxCH47agPpkN9t0cotdi/dK/FmePXAZijqDW2uN0eZ+7n2Au0AIIoSCD91cpm8cQ33gTZuW7K75T7vdocrr2xUArMtSfuvd5fOzOvb73zeUMDCfsmu+1HsMdR1StPA2ppA86D248XDr4euSP/BHWDZYEXTwiIzpxO774dM2WCeFxxZ1XUH/vBmDH1/3//3KWRz6MnMehDiiomWkLUEkJ51BzXnoeXkHtrezRUIbap2weEKx0XhBBLepQC3qYoJ0S3+Q0YlkihKQJIZnV3inRpAyElDvUo0n74DAfsNNhRrev8L2LpxT0Y9rYh5sencSjB4I3FVnO7hNp7JlKY8/JyrfBzrwaUKUYCEtCD+GIW5RB7X8WAKCz8gO1K4TrVfmwGEcyYtc383Ml844Q9suK2mOwBUMiIpeJj4xmYTA6gDVJO1sfpHQe4xYUT1YzpshgxghmtVN2jeoAFAxWbAwDAH913Zn44OvORcJZpJjr0S5dutMd8Zzo74Bmz254e4tyxNbegmdzd8DKXADTajxDbVEGVtgEI/YEcrS8DNcv9s/hzmdOFi/U6qEvvQiX9L+57LbRhC1KprPBmiblDAupaGWTm0HH6U63aSGb93vg+53wVCnIG5UCiTJeLLu5/MLEnfHZP1NHUNPmBfUv9s/51rE2KUNGszCcjCJWJ/KhWwzxjf+J3dm7Ku4bMl6Di/CJwOPJ5fvBtE1YN1CqKx5XZUjRKeydD29c1MQVsIuHbUe3sADs/m/g8CPBtl/uUGdOAlbBjk3M7gu2kI+agKzaznAYh5pZsKvZYpmg9vhczTjU7nNrJPLhl6EuRj5E63FB7xJ0UeInALyecz7AOe/nnPdxzvvbObBuY1AGSOXVBMZT9sFhUQs2HSwhCn325VgXP61425j5RuizLwOBWlVIBsEVtX4ihHFAO/HbuGbonSA8AY2Fa+ziYjB/h3omq9dst21aDImo212v+qJEgzLf2Ia7TSKiwPC4dUvGDPZLn8JHdv8m5OS+QKXzxhc/ijPlPyj+HVUlMGMEHBzHssfqbg8AaWMBmYm/x+37bwcAXL5lGC8+fRRJ1f58ZHvUHdGpCU7jUBXARLia5JA16CwPJTpfNfLxzPElLOT8L04sxmFlzwIAFGj5GBadusUHZuq7whZlYKQAIpU/zljSPhzN5oM9v8P8+1iM/aji9k3966FPvxopaZ3PVs1Tz6EmbADx9O8CADI+GWKTclj505EiGyvK5rkXqEEdar+yfEHRLYY5n/faff93a7fgZP+H6jrUcvIACqxykjKlDsAyg69v2D79MOID+zCYUIu3JSIKwKLVmzcZOeBY8NJ8FbgCljO7dfeU0zU1aCMT5hy3XNHpVvbYeIUtrJcCRAuZBUiqLTjDONReEe4V1HnnPenfAGRPBdyXn0PdSOTDLZtXo/V4tXKCorGLoAcIKqhPcc73tHUkPYZhMZhLl+Ad2/43JGK/TCPJBDJ7P4Krhn8n0D4iUgrGzGuwpa/kCm4bOBvboq/Bay8cRIGFryTglovL+ohJizFwcxQj0Y2QWBIGb1xQl2c9yw/UOZ0iFVVAGcdcrrorYjJWdKj9xIP3YsDvxOuKj1S0vIlFhh3HHLcbchA5F6jSh24xJCKlk21UkcFMe0HasUwwQZ23cuBStmIx2QVjF0GbeiMkXrPXUdeIYBD5fR/ClLkD0pqbGt6eMg4iachYM4ht+g9fQc05x+9+6Zf44s/3++zBfi+lmD11vDwbu5C3P8uTM/WFiEEZ4htuwt1zHy27/fK1FyJ/5A+h0IkqW5aTk56FIR2tuH1d3xiMuWsRJ8H20yj1SkkaFoMKO3aS96kfb1EG0BgiUhymVf65z3Uw8qGbFAt5o+K7MJ83AGLhF3M3w5RmkK9xkVkwDBDCKmI3ACBH5nCE34qpbLC4wa7MrYiPPlK2UDUekcFZjZb0T34b+OqvN9bJz4tXjM4+B5x40v690brLruh0BfVpL7d/BlmYSE1AVsI71N7ZOa/odSMf4+fYDnXQsnd+ZfOW77vq9s55xq/1uCTbLdbrVvnIB+/sKBC0mKCCejsh5LtO1Y83uf/aOrIuY1JblF44UiqrlooqAFcDL3LJ6jog5aEopS/4p373Itz+5y/FEXwXxsRnQo/PXZjnJyYp41AGtmPa2AOJJ2A0kEV0sSgDpxHEjQsRs84p3m5YDAZl2Dpqi8dasQ+T8uLCID8RljNqC2rXgUtGlaIg55xD56XIAJELdWtRM86wlPwW0qQ09RtVJHCncsXhdLCqLXnLdj+Sarlw3ja4FebilSA87rdZ1zEZgyJLiEhxQNJqzir4YVEO4szWEEnzzVAv5E3kDIpjC/4CyqIc0VG7rrDOyj+PrkO971T9Cz93bUNEKhdhE6kRxMxzkNd8pot9YNAQlSsd0KgigahzmA/aHa5Byi5UfQT1rLUX2ZRdZjNPfRxqxmHlzsI8fR6mXO4cuselhbyJuWz176WbzW5mUaJhMVDGkS6UH3/mswZAjGIpvFpNpTLOmoOoT2ZWUrNYiNyJQ+lDgcaj0TwSSvn3MhGRwWkMhWqCurAIcAqEXYDqjR/MPA+c2Gn/rgcs91es8uGITldQb73W/hlkYSIzSw51tThEzTF4BKpf5GP8HPsxCgGWOvk51A1V+XDG4hf5AKo/R8Zsp96JZoaudiIQNElQQd0PIA/g1wH8lvOvbmOXlYxhMUjxw9iffbJ4WyqmIDJ6Hx6d+UmgfTw1+yT6zvpnTGm7i7cpsoSIIiEmJwCiBW5EsRxXSPsJapNyxCbuwP78I0hqr8Dp0h9U/B8A+OTdz+F7j1e6dIAjZglHjIzDoqWPSd6wIEWmMTB8CACvujCRMQ7KOJLR6hnqrGcxoWb4RD6cbZIRpTRNbTEwqXTgJ1K+buRDszTQ5KMokBPF22KqDE6TSE1/EN+9bzOeOV7/JKg5gtrtsuhCoUGKHUM6aIvdDrNoTCGy9pvIWCdBJKPhKh0mZUVBDcmC7jPt6n4OZqpcYBm09F4bKBfUC3QS8Y1fw55T9bOahsUAYiAil7tYBjWQHNqDY9lgFXgY0RGVKi+AJAlInf5/sCvd+ELeIJiWN/JRKWgz7ASYZH+OdFZ5cUIZA+H2c19esSWrW1Ak26Gt5VKXHOrwkTP3AnfeuRi6becx/M33d2EmqwMsgf914Ufsx6hRqSNrVC7adulTbSG2oAW7sLF4ASm1UlAzcwTDkSrxHVd4hY0JeB3hmb3AlHOuaDTyIUcANQEsOcfi8XOA5Fj9hYmc2/soZqjbEPmYeJH9M8jCRD+HWk3YznJDVT6qtJyXVf/IhyvEi4s7RexD0B0CCWrO+Tt8/v1huwfXTQzKEBn+OX5w6PPF25IRBUrfU5jMBsvduSeMhFo5hRVXkoBkhK5dXCvyQZld8i8qxxHnW9HPKxtUFgyKLz54AHdUaQRhUIbcwfdClikyvDT1mNUtqIOP4Vn6aYDQqqXzTObmn2s41PUiH46TmojKRWcvrZkgahoxqQ9xJRHIoXbLF8Y87snW0STecvkmnDO2Bc8cz2DH4fonbs2pduIuQnQ5nJlEcuvncDTnX/Wg2+ToAkjqKTDYjWkabVlNGYeZvhDr42cAAApW5QnL/RycqnKB5V34ycyBsn1ndQol9Tyeyzxadyy641AvjwloVENh+Gs4pgWrFsKJ/f1YjkQkgEWg0faclOvVZjcc9/586/OI6BdU3G9RjuiYLfbZsgvyvE5x9lrb7ZyssTCx2NilqQy1ve28E/n6ydMn8b3tx/D//+wuyPFDuGLtxbg0+n6Y2nDVfRiUgRY2YiRe2birX3XWq+j1F5kalp2rH4yVL+uJqzLM+Wvw1k3/6r9hUVCHXPvgbh8dsLPYC4cAIjUQ+XCOW7IKqHE7ix3psxu1jJ4FzNaJfLiCvJihbqVDvWCL46Gt9t+ZADlqv8YuhNgOfKAqHzUiH4DtXPtFPpYLapGjFnSJoFU+ziSE3EcIecb5+wJCyD+0d2jdxZ5aLj/pyhKBhFjgk627Sj+lVp64E0oChHAsFMJNN2ZqRD4Klu5kE+MgcgYz7Aloy9yLxw/Nw6AMSwV/MWpRDm4OYlb6GTRlsnh7Tqcgch4W1xBb/62qzV3crKibofZflGgiNvgkSGTGt3SeRRkUiSCqSNAdNy2rWSByDgOREbx26+tAtXXI1MlQ55yp5bjnYB9RJHzsf1yAt7w8g8jYTwPFeCwziXHpxRhLlAuA/qgtsAs9OtVoOBcUCWUARNLKXNIgmJTDmL0OLxm/HkDJqffifg5Opf1nXXTnZH9O5PeB/LnF29MFE3LSXp6xgJ11a1TrFgMkE9FlDnXSme6vugDNA2MM3BxEvzriez/hwb/jjVI3Q81yIFxBXIn716GmHCRqV9cgkl62v0U8g1P9H0IipgdyqJsS1M73cS5ri5mT6QXExn+M7PBnEVt/MzYMDGFT/BLoRhW3EUCU9CN/6M9wxfjLK+5LRewLg5xZf6Hq1FIeRNaLpRNd3E6mhSplOYsCrtmGKGvOB9LOOoy1F9lurPsdyM2Wl6DzUow4qLaTCwB9a+yfY2faDnWtGcyiIFf8HeqZ54H99wMHHqgeaymKcFIZ+YgPlcZTz6Hm3I5j+InhWH+DkY9qDnWkiqD2qectEHSBoJGPrwD4AAATsGtMA3hLuwbVC7iNXdySeS4yYtADnmxzTh3qZLTyIJNU7YVHCwFL8C0nW0NQZ91yfXIMZuQ5PI/P4FS+3GF4eNJeEJmuIqh1S0dk+GEAgMVLzkdWt0AU+ySnJg/gZNr/hGdRe2p+njwKos76L0o0c1DXfgdKanfVDLWimGDyUtGhzmgWtONvxfvO+zw+ePU/ANlL60Y+MkVBXfk+7J5/CpGRB+28ex2swjpcEvv/sD5V3srdrQKj0V4V1PZJ6Jy+l0Kf+Y2yiilBMCkFiIFt/echlf1dcFb5Os44beg1k5U13nHRnDFEpEjZrMxiwYTaby8wlZPP4/np2llNw2IwZl+OC4dfUna7LMmQEK2el/VgMSB34K9w2dAbfe+XeBQ6bc9J2ahT5cNEFgqSOCrdhEXl/or7qXdxmKSVXahq6lPQMIORtU8EjHw0V+UDABacyMcxcivUkYcxSK9Cau59iCoqZtkOFMjx6uNwxh5VKk9DfdEYOJORNepfIE0tashO/jVeu+V/lN2eiCiQE5O4+dj7cDTjE20zm418ONuvOb9029ZrbOfYve97NwA/fp//9m4daslxqIGSgJ04z24FvveO6o/v3X65Q61ngS+9DLjpDcA3rgd+XqUEoZtJTowsi3wsAPFhj6CuE8eqVUM6OtB8YxfAjoLUcqjjTtv5ABdhAkE7CCqoE5zzx5bdFqxo7ArFzo1WCmqFxCrKyFWj4FwpJ30c6m1950E7+XoQHmwR1XJqOdR50xXUCajEFu7Lp04f3mcL6moOdZ7mER3/KQCA8pJQzOm2QwwAkHQcyOz22xwGZSCyhh2Fz0FJ7fNt7JKz3DERX7fMsBjU8Vuxy/poUQTYz5tgJJECIQSpmFQ38pHVDXAa9X0fNvdvBiEMs1r9Kc2CSYuulxf3M7J8FqBXMLl9wjmj71KY89eg0TLSaSODvrM/iL3pRzFgvgycVb6O3pmK3/R6jwAAIABJREFUGZ/YB2ExxObehYPm3bDGvlK8fSFvgChZDCjrQCQTP93/85pjMSiDufBSXOBZLOyikjg0Vl8cuULSW1Pci0RiMEO0aA+CSRlU2c45+wlqxlTEyRos8T3Q5MmK+03GAW7P+jB9bVl5S+3k9RhXz4EWewT7pquvCWi2UyLnvCiG53IGGOMwlENYGzkf9/7B5/HDd70GhBA8nP4kWOJJsCoRo0NLk0hs/RQOZZ+tuC8RkZF9/kN494XvqTuek2kd3BzFWWPlF7qyRKAqFLPmfixqPtERy3mPQ0c+HAG41onmDG0BBjfZv7uO7OIRYKnKRQV1M9Q+DvVFbwPWXQLc9i5gukqUzLu9vKxs3uFH7Of3m/9qj2nhUJXn4IjR5Fi5i1xYABLDtriND9d3qGvFNYI61EVBXSPy4RdrqYh8CIda0B2CCupZQsg2OBXgCSG/DaDxftYrCMNiIMREYpmgjkgJsIALCcei26DPXIdRp8Oil019p8FceDEkhKsMka6Roe5Th5GdfD/OH7oGEUdQL3lWns9mdeyeSiOmSlgqmP5T9GbpwEVR+t0W1HlcMvpigEs4oe/yHZ9FOeS4vUBMTu7zb2JB7THFJn7iG7mwGAP6dqLAZ6A5JcKWtAJia7+LA9mduPGhG8HXfdL3NfCyJr4Z2ec/jPOHXlpx38a+jQCAOb3+x9lI3ovbF/9nRSOYmBM/0HvUoeaMQKKDUBRAikwjrzc2zqxhX0BFJBVMPY6CT6OgU2kNcmo3iDrvm6vnXEXMOgd98gS4VNp+LpsHkTW8eM0rYeW2YWqpdpMdzbRA1DkwVD5GVErAZIWqAs7lWPok4pu/iJPGU773j1m/iUHrWt/7Jqcz+MRde0MvJjaohdjGr0JOPlcUpf/50AH8ymnyFE+/CZdG/h5RqR+UVLqzFmUAJ7h86I1g2vriWgWLMugWwwX9vwUNs5hlT1QtJ+k+rm6xuq+VH94LgYWcgdmsDqIsYF1iK2KqjDUDMUhEQkzqA5FzvhcOAJA205BjJ8FJ5TjjEQXgEehm/fFNzk1BHf45mDxTcZ9bySVj+swEuuIsrEPturuuQ732osq6y4X5cue3bHvD7nBISKWgVmPA737Tdq6/81b/xXhFh1qpdKgPPGAL04vfDgxurp6Bdp9DchQwMiWR7kY+3DHVq0Vda0FhtC+YQ11s7FJjUWKgyIfIUAu6Q1BB/WcAvgTgbELIcQB/CeBdbRtVD2BQhsLxt+Lt5/xJ2e1b+R9iU+GfAu1jWN0KY/ZVxe5rXiTZhBSdwlw+WGe35dSq8gFI4OYIUmofYpL92F5B/Yv99sn7VWdPgDKOnI+YNVjpwMVJeeSjcPz38Mcv+nMMytuQIZXuEuBmpu39EmJVZKhNykCdZpucS75uWXlzGVtcnMjOQB3ciYx1yl6YJtev8uE6kn7u8oa+DQCARbP2lCbnHBY0MFhQJbXsvmQkifjC2zGAysWfvcAQLsXowkcwpx9FctsncTgTrEygS87JJRdoBlOpf8Ecrew8dzKziMTGbyCx8Wu+ufq8lQaLPQUQBsi5opA7nrY/i5sH1mA4/V4YmbNqjiWjZ5E6/f/gVz6Vdl675v3Qpn+j7udhNr8IJXEIjPifeMfly6Hq5/re99NnT+E/HthfdWanHqZFgfjziI7eV2ys8ul79+EHT9gZXMNidhUgqQ+cVE5dm5RBouNQJRVEzha/V3mTIjJ2F2bNPRiOrIUUO4HpKusbvBe3WohF0V6BPJczMJ3Rkd33D3jjlj8q+39xuR9EzleNlhScyEXCZ4o/EZGhDj+Eb+/9Vt3xHFg8gtjET3CqUFlPPio52Xq/6IjZrEPtvL7JceDKdwGX/EG5oLYMwMhWF9RuyTvAE/lYW7p/YD3wqg8C8/v9HWbvosblGer99wObrraFed/a6g6zu4/UeGncgF3lwyuom3Goo/0NNnapVTav1qJEN/IhHGpBdwha5eMA5/zXAIwBOBvAtQAq7b5VhGExMH0dThvYWnZ7KqoEbpG8qC+BKIu+GcEl8wSSp30au2aDVSVYTq3Ix/HsCUSGH0SOziIqVzrUD++bwUBcxYtPtxdl+YkDtzLGFcl3g54sxeXzBgXTNuLc0TNxcf/1KMxe5VvX2KS81M2OsAqH2na6nZMc929R7I2JmLAvPE7lbKdkY/9aDEQGwEl9Qb17bjdi67+NLK0Uzf2RfoCTunENu7qEjogUK2seAQCqpCJFr4DCwjcDqRdbaQY7ZiAVc/sZo7GMYdbJJI7E7MWYBreFaFa3ik7tbFqCgj5wLvs61Fk6hfTAV1Fgc45rab/fs/kMmJXE+v5xnD6ewr7pJTBefWFi1nGfEj7xnbOGzgY3R7BYqO1yp50FWqmIfyc+oixikR7yvc+98Ku1iLXW8cGkEmQ2CGaMwaAMnHPkDKv0fR78Go7RnyIh94NLle8TZcDQwt9i1+LdiIzdXbzozOsUSuIgFq0j+Jvzvgxj5jeQ0/3HWCaol5XOy+pWXdfam4GfzxlOfl7CxqHymbik2g8i56oufiw4rmYq6rNoOyJDSe3Gg8d/VnMsADCdtY9tqUiq4r64s1jVd3Fj0aGuIcBqVafwdvZ7zceB019VXnfZXYxY1aF2St4BJUGdWnYMSToLoA2fcVTLUKengJk9wGnX2n/3TdgZaL9ZFXeb5HhprJyXIh+AI8iDZqibiXxodpUUSfG/X46KsnmCnqamoCaE9BNCPkAI+Rwh5DrYtahvADAJIFi7wBWKYVGoA4/jSLY8x1hQn8Gp2H9WTPv78avZW5E8/ROI+TijA45rnfY7UNaBc17ToT6aOYjoxJ3IWHOISimMZt+D6zZfV7z/8UMLuOq0YYwk7am1pXylmHOfX0IdgOmpQz1fyEDpfwIZawaXT1wLY+kS3yYSpqd1O4hV0Qwkq1sw0xdgPHo6wGVfF8tb79gki+CcY6ZgVzjYOLAG/dF+cGIirdc+gJ7ITkHtfwqEVL5ncSWOMwpfwID5ypr7KBjUEdRVIjrRg1g0qy/AqsUzx5dw4Yfvxt6T7aljfYr9CnN9n0fcmY4NstDLi+tQj8btk67JC8gbFq7+l/vw/R3HwJhdj3xD7EJIsuFbm9zNcfcpoyCShbRz0iPWKAqT/4jXn/5qqAM7cWzwPTiRPVGxfWksTulCpfJ9mKN7oPTtKnZerEZat8VVKuLf2fKU9GPMpj7ve1++jqCenM7gghrvpU41gDAQJQPDYiiYFIyXLpB57DkYZB4D6gQYjVeIW8tp0hOTkyCSXvxe5QwLkPNIqf0YSdrHlozu/zp4v4ve7x1jHC/7xP34/P2V2e2y52CWRz7uO3onomtuw1hf+VR9nzoAIueqOtSaI8KSPmVFY6oMsFigKh9uu/nlDZcAIKmkkOJnoD/aX3Ff3Qz17D7gY5tLLcUrtvdxZb2dAd1mKGau5AR7YWZJULufRa9DDQDuRYJflQ5vhtrrUB980P657RWlfVLdXuRYsQ/nGJ1yhLu2ZLvqzLSz04At8rOnalccKb4WfosSnbJ59WJSVLdF8zLDoois+jd2cV/b4qJEIagF3aGeQ30TgLMAPA3gTwDcDeDNAN7AOb++zWPrKpplILbuVjx68pGy25k8Cyu+M9CBXqc6wBTElEpBPRgL5xYC9kmQMg5FIshqVkWeM2+VREdElqHoZ2EiWXI+ptMaNgwl0B+3D+Z+DnWcb0TfqY9CY7PA4P3Fx5jOn0B8/ffw3OKzGEkpkKInsXemUkhaHodaO/HbFZGPvEEBlsA5A5cCkuHr6unOArM+eQLMGINJORY0Oye5LrXGdpcBpI3aQtRtf5z0ccIIIUhGlLpl8zSL2rW9qwjqudSXcILdU3Mf1fjVgTkwDhycac/q9Dw/CU3ZjZTzemUbXAXfr05An30FNvedBnACixcwndaR0S38cv+cvbBw+E4U+EkQZREnlyovEt0LtE2J82DMXw3NtD9zC3kDA3EVkkSwts+eYj68MF11LG4JxGSk8n14Yv5uRCfuLFaeqIYrqPurONRROQ4O/xmLgml/Tv3KPALA5HQOlHEcmfM/qeek50BJGkrqeegWK14QZ3QLJjUBSUdcTuGq4bcgf/AvKy5E/x975x0myVVe/d+t2Lknz2zOeZWFBAIFhESQJYJFNGCSAdvYGIwJlj8+GxmMyA5gm6APE2SMTBAogEAGViQJZbQKq9Xmnd3JoXNXut8fVdVhuqpnFizAZs/z6IHtClNd3V333HPPe96qM89M/sNMW6MIpd6mUAu1StbIM2MfIrX24+yeivaIt1o2Wq1WxZrDTNni83cc6tr8JzxeVwXTZYvds3eiZR5lONv+mVy+8nXURn8vtvhRI41T3kBvopPspgwV6ZlUlvBdDZNdMnqnQp3Rs6yx3s4zVj+j88DFFOrJPX4nxbCDYdzxrZnoDctHsdkcJfz3QrhWhOVjpH0fM3hPUZPgOA/1vu/7qR3Dp7SfM0plbhQltlg+wusOLR/JHj+5pNtY1U2hNnP+tS5WtO1Y8U1dYAmWj5NFiSfx68VihHq9lPLVUspPAi8DzgYul1Lev8hx/+MRJmWkFwy6YTeupah8dbeOlHqjqr8VvYml56wuRLHmILQCPcu/j6eNdxT9VJ0wJi6JpipU1D3cftRPT7Acj7Ll0pPUyTcIdedDypUKppJj3N6Nlru3YeuYq/vLmH2JPvIpj/T6v+c7h77dcbzleri1VVy87EWo7mCH5aNUd9Cyu1FVD3fqcip2tEqueD08pe/3kHYflutRsevgpukxe9jev52N5mWUat2Vj0rg1cxGkDCASe1rTPBfXc9RtVzc8iZO74sYmAEFA8f7BRorAA8GXRrnfgFf7g33jfLTwBMfB1daCKmRC7J9T5RQ9xsrsSafxXB6GFUkcGSt0SHvwdF5DsxMYfTvAmGTkCs4Vuq8HidQqDfnzqY+/jwMxf9dPV66A2Xk85TtMqvy/qC+bya+AKrSJTmnJ5FFKLXIFZc2SAO3uoK+ZGexMPjpOCg2jtdJmhdTqEMyX44h3Lb0771bG/F/i4Eto1izG7aslJpt2MQW2iXqsoqtHfT/oTZj84o1G6FWyJs5UrqKmjzKRCX6PtbbLB/N84cT68lindsejv8MQsvHcC7BbNlisn4Y1VmGscDatia3Ds8ajrV8DOunUD38elbmlnVs8wl1gsoSYhDDiXek5cNQ49NMGh7qGEWzHEzs4uwKbt0nxErL+46yfECMOtxq+VhQlBjCCBXvKIU6wkMtpV+QuO7C5nVlumRJN4oSWxTqUFkPLR+tqnscuinUS20/7tTiEz5gCZ0Su8TmORbc/uGTdpCTeEKxGKFujExSShc4IKX8xYKT/4ehEiQ2ZBaQsHCZeK62OKG2XAsh9Q7PLUAukUR6amM5/URQrNkIpUo9+20U83iH7aPS8Jmm0BVBJXkbn7jfX8IO/aU9aaOFUHcSkIJzhGr6RmxZbWsgUbD8Qb/X7GVdXz/SNTla6lSobdfDLW/i7IELMPvu7FC8ynUHvffHHK08hlm5ECuCAwkvz+rS+1md2oYwJqnbLgPusxmZ+wBCCHYO7OQpPa+hXE10TV0ICXUuEU2o58VuKtojsceD7zW1587hWSteHrldxWiQxhPFg0f9e7qYshqFD3z7UV73ubvYMxb/s3SlhUCjP9lH7fgLWJuOLriLQ9EqItQyqhBsUV+LXn0SM0FDj8cnS/zg0J0IIXnN1j/nvOTfMVPovM92UOTqZ3Y7lC1/IJ+yDmKZD2CoBhv6/FWUQ/PxZC6lDlAbey4bezd2bOtNZkGpM7fIfVydPJ3KwT9lTX5V9N8IWstXIhrYND3U0YR5puz/7VKMf9kJCHXtyOsDQh0o1DWH6apPutJ6jllnP8nVn+TRmfZueVbLkrf/u/R/V/P1Cl59mBXpFQxnfGVxLobAWI7XIOzVCEIN8O8/i2/h7hNyybK8SdmyKbqjpMWKjv3mnFH03p9SqEWTGKtF6V6IpK4h3QSeXLxosj5zLs/r+9dIhTplqBxNfIwP3xXRLXGxTomlIDUkzgMd1Wq7tSix2qJQR52j1fKx5qmw7Yqm9aNxvlChjvJQt3ZKTPidFucOQWkM1pzX3G8pCnWr5SOcCISWj1bVPQ6LKdSLHQ8+MY5oQ9+Aana3fBhpv8151Od5YBd872+bdpiTOIknADHu/wZOE0KET2UBJIN/C0BKKSOMacHOQqwCPg+MAB7wKSnlPwgh+oAvA2uBg8CLpZSL933+FaMaklKtXaHOBQ+4qcri8wrLqyPQI7cldJXa8ReyYXVnnu5iKNQctPx9AAitQqnmMJBpPohChTqtp9DUCjhZpioHAZgL1LvelN6dUHujlFPfIc92UGws1yOJSsnxB4aeRA95I4Fn9zJZ7XxQO64EpcZd0z9F6b8Zy3lR2/Zy3UFoJTL6cszkJEUrH3kOXRV8c+z9JIYSWO5LmKlY9AXebyklumbjSgvL9TAjrDUAnqfh2TnyZswSv5KiLLsrF1XbBWFjatH+PlWYOJw4IS7WbPZP+SRrbjFlNfJ4h4rl8oYv3M033/Q08qnO75sjLRR0MkYKe+5c+oyVJ/Q3fjxxA5nNX0BVnsUK/cmM1mcaCrWUsOvwHUhP48nLz+DQ6BgThTpSyraJZMLeykblXaiKR3bb/+EHR/8vGwdfRNmZR1XS6IrO5kFfqTxenIq9FoMe7NnzWJ1b3rGtx8wihFzUU99IfYnJoU4FhWzztVLDVrTw2DiFOiTUcYWJDv4E2hAp6o7b2K9Uc6g5Dm5tOXmjH1X10NIHOFYcg5b0mHDSdv7wFXzn3lSjjbztaFQO/BmXv+AC+rP+fZ+3oomg5bjkkzoTxXqbehxOtp+2cYAf7p3i8HSF1f2dv5m67WEu+ypjqSKK8TtI4dBvrO7Y72j5URIj32Cs8rtA53fuweItZDbcgO1dirEgKi1lqFiTz+KdT39n5HsI4XqSqqUwkBz028YvQFJXcWrzHCtH+PIbnRJjCHVDoe5GqBcQQEUFPe2rsa3kMuocbkvKx7bL/f8WIlTdo+wWbZ0Sg+s4Hth8Brc29+tGqKMU6vC6Q4U6tFJ0U5i7eqhDQh2fje6fI+J+tkIzo73orR0W9VQ0oZ7cE1zDr18PvOeee4Y0TfsM/g97qUlrJ/HrhwfsdhznD84666xIX2JXQi2ljB5xlgYHeJuU8l4hRBa4RwjxXeDVwH9JKa8RQrwLeBfQ/an5a0DNbdomWtGbyOE5WSpRkuoCLFOexmRxfeS2hK7gFM4gr62L3H7Lg8f58K17+M5bL0BT239zpZqDovkPN6FUOxTqC0Z+ly98d5Dkhb7lQ7o5pmvTuJ7LbDDg9yQNvrn/eozcKPPVDR1/3/YsUCCl5gKvZhDP5RRAhbyZR1cUdNnHrNWpKNquR2LZV/n+sQdBaVb0N95D3UXRSkzUjlIZuoaJ+lXAuW37FLx9TCRuxJQ1hGZRtuo8rn6ADeZlwFMYLY3y/0Z/Dy33QqrWZbGEekv6Eq5/fDn9qej5n6mm8UT3h33Ndkmv/whfOnAuT9/aqXZpwqD6CyjUDx1rDlKLKasL4Xl+QsQFmwf56b4pPnjro7zvBad07Kd4WZKsQFMUFPMYY5VRYOmJJDW3gvR0DE2nKo5SU8aZKa9pbD9UuR/XXs2Knhx3lN+G7E1TqF7SRu6llyav9DIQ+DJngiXwmlfADKIdV+bzOLMXoMUoxwDz9TkU8zhCdBLaMJ6ysMig+dPJG0mtuwFN7Wx5DbA+exrf2f0yDNFZ5LaY5WMxQu0GUXj66n9gzrqKsuUn7VRtl2WptVQOvJl1O7eD7k8qpqvtnSOdQOk/e/BCbik4jTbyleDvpQyNvGkiPZWiHU2Aal6R2vL3oh7+farWWY3Xw4n16y9Yz0/2TfH1+0b5s0s2dRxfd1xUc4w5eRRzSMGzelmeXduxX3+gcM5G2R2AsjOPMGY6Yij996ECIjLSsxUVy0HL/pzHqo8Bmzu2JwPrSDFK4bUXU6h/AUINvsWhXvCJbog4Qq1GCy4NhFaQKMtHW8pHQILHQkLdEj9ppP1uhZEKddgpcYBG+/FwchN6qBuWjy7PSLeLQr1ky8cihFrVuzd2UQ3fix5l4Zn6zSHUmqZ9ZmRkZNvg4OCsoii/WKD9SfzK4XmemJyc3D42NvYZ4LlR+zxhsyMp5XEp5b3B/y8CjwArgOcBnwt2+xzw/CfqGn4ZJOUK1GNv50kjT2p7fWvvTsp7/4o16cUzh3OcQtY5N3JbQlNRzDGOlqMr6h89XmD/VDlSPS7W/OYqAELtJNRCakg3i6Ep6IrAs7O40mWuPtfw6SpamWvuugZzxRci/0Y4cKe1HCAbjVVStfPZZL+7MQimlEEqbmdDBb/TZEtDGKf9QVaoVRFqlTXBQBzVLKTGNGV1N2mtB6EXODB/EFvfR8r0SURYuS/UateiwlCFM/Xor3tSTSNFrWtcWM32i77yUWkBwBb9ZRiFy2KPj0No9xjKmoumUyxExXaREs7fOMDWlQ77p6OJS6Z6OdvFOzE0QXL1tXzv+PUn9HeqbhnpmeiqwmP2l7DyX2OmbGFqCkM5A9tOoFvbSOgqDkXU5BHGFyR9VORRZpWfkDFSSKk0vPi2LJJUg89RCIbtF+JVOklciMdLPyO9/h+Yszq/c89e92y8w+/AdaLTO0LM1MdRzHEyZvTgvSy9Eqd4WmQX0wahjiHMTUId/X30SjtZrp8NxhhFZ6bNGhIea2gqvQmfzCwko66nkZLr0RSBYh5rFC3unX+Q1NqPM149iKIoiNoWNK838hosWUQqFbT8fZGWjy3DWQazJqNz0Up/3fEQqk9C1cxjVI+8ms29Ozr2G0iF1pPoBUjbs0BqkZa4bEJHSRzm60c+yEQlvki1Yrloud08VPpO5PaUoeI6Zkxs3iKtx8uLWT5q8YpsPfRQB+8tikx6dnxEXAhF8VXqqJqdNg91i0Kd7G0qziGywzEe6uAcWsInzm2Wj5BQn4jlo5tCvQihduvxTV0gsHx0aeyi6mCkon3Sv0EKNbBzcHCwcJJM/8+CoihycHBwHuIbTixm+fhvgRBiLXAGcCcwLKU8Dj7pFkIM/Squ4UTheRqmXN5R6JJJ+LdssexjgFlrFNWI3k9RBMll3+COuRTwrI7t4cA9X7Xpz7Q/pIo1G6H5DwahVjo6Bd47fTt6312oytPQVAXXzqAAU9Up5iq+4n7fzPf9470s89XOawyXli9d9hp+dMfFeJ4/MNTqSdZm+xv7rdYvZLK6vWOJ33YlKM2HX20BoZ4KlLcNvev58fFdVJzOAcMOWryPJFdxuPwoj874PufVaV9Rz+gZBEpAqOM/j/vnbiG54g5MLZrw5vQ+pGdQtV3SZvRPolivIdQ6PWZ0IduwuY2fVxdvX74QD47OszyfYHV/6oQV6lLNQUkcBXUlk8lrmbJHgPM79nOCdte6qoBnUnNPrDCn5lTAM9EUgSGSSDHGTNm33uxYnuO/HnsFKwcGAFiRWcWh+Z8xXqixebjZ0KisPsg438RQX4x0U8zX57AcD8dJMmA0HwHDeY0jc51kuXEtQW3DwmJh8FdNkmIZi0V6V50qeHp863Gljpp6nLHSaQzl2q0K1eB7VokptFtMobbK6zktu5ZjM3dTsufb9rtx3zdJrb0OlH8ib2aRUmG23k5GdWc12+Rfcah8J+n1n6JqPxuA6doEavIoKcP//uYLb2Sovy/yGuxaPypJkEpkUWI2oWINf4g95WcCp3W+B8ejvP8tvPeFq7n6e1/Es/oZznUSqeG0/5yYs6InepZXBxlniVMwjBJ7K7czXZ1mKBU9TJTrDkKpkVSj7VxJQ8N1ExSDJKBDr/z9YIuEg/5vOTs3St9LwKtWOfKGNzYPHj0Cdj/5ykF6rgRndpbRN/9Zc/vkI2Db9G68hdxll2EfP86xd7wTjtdB2e37ea1l9G2cJlubp77/AGN//dfN48f3gecycMpPSJ93HrVHHmH8797f8R4GRzKk6kUq997H5Mc+1txQnYHxfoYvOkaiN0F5zGBq189B64Hdr2rsNvKe92BmRyjef5CZm36//eSzB1m+w0RXFApHs8zevssn+aVh2Oc36lnx3neiAXO3/oj5a77ecX2rPvVJFKfGzN4UxTe9q4MUr/nHvwVg+qvfpfT+r7ZtE4kEqz/9Kf927jpO5WAFfti8RrWnh5X/9I8ATNzyGNUHDXiouV0bGWHFy/xVubF/vJb6j1zQ7ocb/H2MtWtZdvV7YHIPx3+Wx7rn6/DJe1nzhc93vI9fIZSTZPp/JoLPLVaIfsL9O0KIDPBV4C1SyiUH7Qoh3iCEuFsIcffkZPwA+0Rh1jqKl729rSEKgKZaJFd+jp+M/WDRc+zxPkkx8x+x2xWZoO5FLzeGylFU8kOp7iD0AucOXUzt+JUdiQIPzv4Yo/cONEVBUwV2eSNff+7XWZdf11BBvzd6M9v6trGu8qGuCnUyUBzC4qdZ8TPKWjOOa212C8WZzR0qk+OFjVD846teO6GWTobq43/FS7f43uqaG0GopX9vlqfXIITknvE7kVJlTX4tAIpQSGkZhFLpqlBP1g+ipvdHKmEAl468jsqBt3Y9x1ygrvQmOr3eAFUOUdeju0Z2w4Oj85yyMk9P0jhhD3WxZpFa+888ULwJV5SoEe09nkv+J/vk53z7j2f6BPkEUPcqSDeBpigYagop6hwuP0xt+H0sG5xGumlGcr4qvD6/BkWfZ3Su/afuBvXNSd1EOmmK1jxzVYva6Mt53qq3NvabSH6Kg/rfx19LQKgXWrHAnzAqPbuYqcfnWAPUnCp4hj/BiEDZGye15jPcP9kZZtTwUMco0I2ixIgJnpQSRxlDDcbSitdOqA8XDqMkRknpCVKGjltZ07DDhLBdiaYojQK8ctBSO4yO7A9U4YypdUy0G+fwKoBpyFZmAAAgAElEQVSHYo63JWDMV20MVSFlaDjaMaac6O9z3fFA6pw6vB5r+hmAxmC2c6l/OOMT6mIMobY9GxFDqIUQpIL3WOpSuF0J8uFTWmdBIvgKtT13Nq/Z0d7xltbmQVG+3NbX4ywh0vMbkSyEooLn+kWDmknDStFxvIw+fiH0ZLRCHRZiq2ozbs6xmhF8rcguay+SbD1HeKyR8tX68mT7OUJRqVvsXahQR72fpcbZeW73+6Eo7Z9biFC1Foo/iVm4T3mymbLinXhn0P9tmJqaUq+55prBxfdsx4UXXrhxamrql7EB/6/HE6pQCyF0fDJ9nZTya8HL40KIZYE6vQyIXM+TUn4K+BTA2Wef/SufzU27e6nlvk7RegN5s0mi8okEWvYRjpYOLnoOV1oYInrZFUAlgeVFL4dWWxTqhZiv2rjVVTxl+bnchtKhltfdGtIzUBWBrig4ttlIRZitWBgqXLbu2azIrODfJ/XIv5GpP4M1+qXM2EdILLue8fI21g9mqKZuY9wbBl4LQH8W5uQDHJrfzJp8szDJcjyEYnHm4Lkc3nspZrbds1u1IKX2sizjF6LVvYiucPgP4LMHL+Q/flJhPPkAXn2QwUxTjUprWebUauwSOwTFoTEDN9BQ9XyVO9oGMBcMiH3J6M/zgH0rsv9+4M8it0ehULM5MFXmyjNXMDpXZfbQiRHqyUoBITx6zTx5bQXjETYIAFsbpYYf3yg9k1rMJC4OW9IX8/Deg2iqCCLlakxYe3HMSc5cuZovcIChgFBtHVgPe+Hx2UNA05vvBYWRpqZizz2Zndu3NyYQPcnmZ9Nj9jJRP4Djeh21A9BMuTAj0gCmqlNUszcwZcV7sAHqXjXSzhEilwi7i3aSmF/GQ+14kuSqz7G77N+Xmjvf9r2drc0j3SQJTcPUFKqH38gFF5/ddo6Sei8P8m22BG0AwgjEsFg4b/jPqnLmena708CXOq8j8TAKdbT0fmotEXozlQLpgZ8xVj6dNKtiJ/tFq4Q5/E2m7CEUAZ4kUqHuS2Qp7/tz1j/tzMjzJOQKknZ81GTGSDNL92jRct0BtRoZmQeB5aO8mQuWXwLQVCZLk/DhIClmuV8PoCSTze12Dd4XPLOG/P/Venvblc3PXeET2Mv8lS992TJ/+/WvgomHfXLXvwEOzkBtHnP9uvbjr32mb7U4z0/kSGzbFq2cfvJCqJdInXlG+/aHvg7/+WrYvAnmDpEesUiPTMMz/xzO+5P2czw+TLZ/guzHPtfeOOXmt8Fuv2V77tQhcvkf+1F9r/9m04fteYCg50kr6HnHVZH3GadG36YKfVd9xifmrQiO779oPf1X/1X08cDgOSZcvAZeHq0eD/3uudD3X/B/P+tPWkLc8a8AjLzjz2Ht/f5E5rUt5zjwQwCWnTMPp58Kz//n2Gv4bcD09LR67bXXDr3rXe9qGzAcx0HT4inhrl27und8OoknTqEWvhx4LfCIlPKjLZu+id9tkeB/v/FEXcMvAytGCetNp5BSpbiEHGoPG03Ee8I0kcSR0YNWOGAXYhRqbfK19CTSGAO3dXio624VpIGuCjRV4EnJFx++jrvG7mK+YtOTMnndKa/jzOEz2a99kEmns/2544KhJii7s+g99zJd89UNqZRIaU0fcU8aEqv+jVv2tec4O57Emnkaz15zBSl1EMdt/6odrTyK3v9f1N06W7XXoVQ7PZjSS5AWK1mVXY1TPIUUy3DLmxspHwDPWf0SnOLORsONKFheHYX4z+FY/eckV322a7oEnkl96mK292+J3GwoJlLYXeP7FuKhUV9V3LkiT0/KYK5indDxE6UgEzzZS0rL4FGJPF5ioaJjBJaP+glaPtYmn4JTONMn1EoaFIt573FM+njqOr/oNiRUOwa3QGUb0+V2+4qLjYKOoSnYs0/hlJ6nc2x+ltTaT3Coemdjv4FkP0ItMVaIVsPqXg2kihbhPQ075VUXyS5OshzV6izEDdETJPkUIwh1t9i8quU2FOwoQu3XFVTJagMknR0IL0/ZcjAGvouW3e2ncrgpTE1p+P3rC1qDOxSocLQjU7xiF8Ez0YMiN0WzqNLpmfU8iYdPYp3SpjYv+LHqAZy+r7B3bi9JNY8Vk5A6W5vF6PsJE9Uj9Kb839VwrlOhVlUF3RvBdaN/e/3u0xmyXhm5DSBnLE2hVtQSA8lowS209XRkUbcme0Qpp6F/WqhdPNQxjUjCVtvVWd+HnMj/4kWJ4HubI1M+WjsltkxoBiOeUdllvpJbXSDgtBYChjnOv/up9nMoSuCv7pby0cVDrSjBPYleqWiew1ok5SO41wt91B0pHwueb2FBYiK/uI/7twBve9vbVh45csTcunXr9p07d24799xzN19xxRXrtmzZsgPgkksu2bBjx45tGzdu3PHhD394IDxuxYoVpxw/flzbs2ePsX79+h0vfelL12zcuHHHU5/61E2lUimmveVvF55IhfqpwCuBB4UQ4drpVcA1wPVCiNcBh/E7L/7GwfJqfsqF3j7bzpo6eEYj67kbXCw0JZ7I6SJJhRhCbccr1KWaQzah8cDUPeg9P+tY2rW8FoVaVQDBJ+7/OFdsuILZyjNJ5vcyWzuLnJFjXu5BoTNppKTdy1GOc4bmJyGUrIrf0EGtkNWbiv2ankGkp3Ng7mjb8bbrYc8+haetOJ9PGB/AdjfQmuIxbj2MlfsWgr9hQ+JiDlc7FyrU4gWcO/h8dFWiph5nwLuE+oRsI9TPXf9CPv6N27sq1I7nq6NxsCiiZfYwUZkG1kTuo3o9WJPPZNtAdMGcqSYQikXd8WK9uQtxIIjL2zSc5bHxIo4nKVsumRgf90JMBh3N+hM9ZHS/qUnVdhuKewiJg6r4Fgdr6iKesrEzcq4bpmujCLWEpihszV7Ijx7KIEduYKW+kaFsgg9eeSpP2eAv72/u3Uxu/g8RC/y7Hja60IPmH5LR8iHscgk1eQRFbaqUI5l+xIzL/ukpVvZ2RrENinM4NhftYw8j7qpu90FzjfICpsrxSZ29yaB19wISYzleI6YuSqGeqVgIbY7kqn9jrv4nHdvrtgtqlZSWZa39ZygKzNcqmIP+ZPRYPYf08j6h1lTMoZv47OPf5DmnfLJxjjCasS/h39+wk6Di9WA6TRKUVDPMRkwsLNeDoFjYG38l9XVNwj5tHQIVNvVsIq3lmRDHO2oj/PsS2J+SeXrTGtNlqy22sxVmz/08VjoIbOu8Hy152FHoTeY44mW6TjLLlkNp71/xmmdHx4/6aSERn1fDoqBGFyWGkXm9a5ppHwvh1JoJFq0IixI9x4+eM2OInGd3L8ILYWSgcLTz9bZOiS0TmkhC3RKdl2r5bbpWk9Q/7S1wypWwNaLWJHxPcXBqQZObmGdfsheqixHqmCLPEOG9curtlpSOlI8FY+rkY/49HNj8m1KU2MDbv/LAqsfGitEFAL8gNo9kKx964WlH4rZ/5CMfOXr55ZcnH3300Ydvuumm7Ite9KKN991330Nbt261AK677rqDw8PDbqlUEmecccb2V7ziFbMjIyNtP6DDhw8nvvjFL+4/77zzDl122WXrP//5z/f+8R//cYSn6LcLTxihllL+iEaJcwei2839BsGRdZCChNquvCR0JWiJuzihltjoXQh1j3ceQ250wWhY/BTV9e1Q9S4qI59lunY6ilrpUKgttxYUkSloiv8R9CcHmapOMVGZZCb7z9y8P8srtr+CtDLAvBjvGDhr6l7K8h7Sul/0VLErTJdLCMUmZzQJzUg+iWf3Mlpq963WbRehT+NiMandQJ/9nLbtZXcOIQxSegpLGaMiI9qXex664pOL5OrPsrdyKXBRG6GWoorQZ+K7oQGKl8eQ8RPoniAWaqYaHws1Xy+i6WVibLe+BUE41Gx3yYT68EwFQ1UYySXoSfrvabZsLZlQzwQD1FCmj+35J3P3Po9C1ekk1MJGFwaaKnCr6xgxolX2ONw4dRXm4HZU5SUMJlbi1sZQjBlWJv2Yshc/qd1ikTbVDo+xnH0m5y+7EkNVEGqJf9jzl2zJPgWAZdmGCNLolrh3eowLNnYS6oRcQ9qJJtRZI4tApeZ1J9RVy43NoAbImymkFB0dJVu/Y5GEumSh996BmhhjzvkxfqBRy/baPEJI0lqOmqZQsRwmagcBcGvD9CZ2UqrUMTSFhK4gtBJjCwpdvaBYeHv/dqrHXkRugz85ytuXoFgXNfZLqVmkV8P1XNQWkmO1pO8ktGRb/Oe8cwRFSTCSHmFVaguPT5QiJ3ilII6vP9lDX9qiP210dEkMIXJ3sa8mgD/q2HZA+QQi4QHndWwDGEgOkD34Pq7YcHHkdgi97Cp96Wzk9iahXrBiEJKuZG+0Qh02denf6Lced532GDzwiVxcqkU4PiT7uivUi6V8gB97t2inxOA69BQsKKQFfIUa/KSP4ZbGTk692Uxl1Tn+f1Ews4sQ6ogmN61I9CyuUC/a2CVUqBeMia33QY9I+Zja45NpMxe/2vBbjFNPPbUckmmAD3zgA8M333xzD8DY2Jj+0EMPJUZGRtoehitWrKifd955VYAzzjijcvDgwS4f3G8PfiUpH/8TYXs1FMXoUGeEECj2MIrsHs0FkJh/IatGonOoAXLKKmSMbbbSxUNdcKbw1AIrMytBcZhf0Inslas/yl8/8CCaKho+1H6zn8nKJDP2fkj4AzJAn7GCgjFFqe6QTTRVXA8bFaPRar3iVDgWWCLyLUkXw7kE0u5lvNK+vFxz62Q2fogb91uopLBpJyc1bx5N9QfBn1evxeurAq9p3yd7Aw9ZCgn9/QjhMql+G5Rz2gj1dY99ktTam6hYT4u+kcCw9XIcL6KYJUBvoDJFeWZDPFq6jeTGL1C2n0PW6By8E1oCISQlq0pPagmqE3B4pszK3iSqIugJMpvnKjarosMZOpAWK6mOvpStfRuwy2uwpg0KNZuRfPvAJusj5HMr0BUFlCqPFHZhuas7mmnEwfKqCOmf02IePXc/dmEnW9ecEbn/TP4j1J3lQDPj2LUy9BmrMDUF6WYZNNayp/hTAFbmmsv15608gw/d9hzmV0UT3ln7EMKItnQoQkEnG2tVCPGAew1KZhlwQeT2lKlRPfJqtm9qJ3oV20HLPUBi5GuUrI91HDdTsRpk1bY77204AcroOXZr1zEvjrDc9v9G9eiryC1bT31iDiNQqH2/e/tv2y/uFIykR3DmzyIh/N9ixXJJm817ltGzYPtdLnsSzd9r3W4Sam/Vu3ms+lLgVP8axChZZSVCCJ6+7IV86yebIyd4JccnVj1mni3DNd9KFANNZqh7EfnHgE0RQ8SvHOWT0fUdrThY3Is58nWK9k6iVpeSun/t1YWpLKFCneyNzmcOFer+jbD3Oz6ZTC34YTq1aALYqlqHlo+5Q537LdnyERObF5VDPbCpvRV6iLCGZeF7de3uqnCI0MYSh8XU5WTPEhTqxXKoQ0K9wHcftoAXollY2YrJPbD+In/iNB+h9P8a0U1J/lUhlUo1Bsebbropu2vXruzdd9/9aDab9c4555wt1Wq14wtlGEZj2UhVVRm1z28jTt6EGOTrl7HN+9vIbbn5P2ad8rJFz+EWT2fY7Gw2EEI1CkzLeyPV7m4pH2VnBqRgXd63aswtmHV7UgGpoymi0da3NzHAZHWSgncAEGzt8ztpDSVXohiTHZFtnrRQhU7aSCPdJJbrklT7KO29iicNXtTYbyBjIO0e5uz2ZdFwKTpjpNFFutFyOYQl5zGFbx1JqhmkUu1oT+7pRynLsbaGLRk92/bvgWQvQq1SrMdHzlUXUY37U/51zHdRYMpuAaQS2d4Y4PTeiykf/CNcb+k/qcMzFVb1+at9vcEkIexWtyS4OZzC6SzPDZA0JUKbZabc+V1yxl7JqZkXoSgCI32QXXN/z93jdy/pT9iujYfdINTT9n4SIzdiTV/Azv7OJjIAQrjUFwT6uMndjNo/bSiZq5NNMr6sJYZx59AmEpVnMFeMHlgPeV9lPvPF2Ou9MPM+mHle7HaAGuMoanxiQVJXcctbSCsjba9XLRdz6BaEWqdoT3ccN1Ou41Z9UlevdHp6U1qO6uhLWJ/diVBcbGWCqlNF8/rQvf6WHGolmHgksBYQamn1MqydgaJ4KMlDzFj+7+6g/hEm9a809htOrsEu7MR2F65eediFU7li+VtAuBScJsFy1eP06v6qQNiUJ4rQ1pwqSEHezPM3z93BZ1/zpI59Qugig0X0BMfDRu1SY5JL6ti9/84XH74udp+j5X0YvXeiqdET5lChjvVQp/qiOyWWWgg1RCubcapsa1Z9qotCfSKWj0iFutVDHRLqmNWnTPBdLi0k1ItkP4dY1PKxBIV6oX878hyLdEoM92uF23IfF1o+avO+Kj+w2Z+Y/IZZPn4dyOfzbrlcjhyo5ubm1Hw+72azWe++++5LPPDAA4srhyfRwElCHQPHMcmoA5Hb0qYamzMbwvVc6uo+pBr/ELLU/Uwk/5VjC+wS0D3lo+bNYYg8vYlehNQo2e0Pie9NfBot8xCqItACtaLX7Ge6Ok1dPUxOXd7whm/K78CtrmGq3E54/cFOZ2VmJaXH/ppTei6gZkmkk2sQUABNVUjXnsE55l+2X3/QaTJjpNBFBke0n9+mSEIJCLWWQajVtkxcAClqGCKJoSnUJy/BnjurQTxDjGSGEEIyU+skOCGOGZ9hUouvfR1M9+JZ/dhOvC2k5hYRMhUbvTeUGsGrrsFxl16bcXi6wpr+FFJKbjt2HQjrhJq7HC0fwswcxNAU9pV+RmbTB9g3d6BjP8eVDeuPUt+Eis6uI7va9nnkeIE3fuHujs8gTFhQg/STdNCWW6i1tpWCVuhKoqPYVuR+yp7qzY2ouhWJ0xvbQj8wgCc9hnpLHJqL9q36bdTjCUB/YoBKrbvlxsNCVyKixQIkDRU1tY99hQfbXq9YLng+0Sy7neRgpmzjFE7nRX1fplrY2OguGsJU0jiFMxhKLieh5PFEiUT1Ik7lg2QTOtOlgFCrPqHGM3GljdVShOUVzuH83DtQFEl67b/wcOEHANjKcZSW3Pct+bOojb4CU22PebQcD6+2micNPAvNG6Ds+ZYS15MUH387T+59OQCjtQdIb3wfD4UFXS1Yrl6IcfRDDCQHWuo0omGKLI4s40bElflF2/EEKp/UUVMHeGDiwdh9Zi1/1WxFbiRye6yHOuySmOz1vc6u7Vs7vvQyn4SVJ/20i9B7HEuoI76LZssKVlfLh7M0y4eZ9Un/gslRu4c6uI+DMQKOkfKvY6FCvRiJbb2Gro1dlqBQL2r5WKyxS5zlo8UHrqf8exWuSE7t9f93cIs/KVhCmMD/doyMjLhnnXVWadOmTTve9a53tfmDrrzyynnHccTmzZu3X3XVVctPO+207hXeJ9GGk5aPGBTUOzGFAnSqL/XMt3jImQI+E3t82SkjVnyCY/ar8OszO5HUUmBHV7F3s3xYzJFVennmmmfyRbenLTZPSskDhZtRkhc2cqgBXrTh1fzhqW/k4i//DiOJZozVxSsv49Pf6qNqtQ+KUko0YTYGS9v1eGj6YYyB2xBKu+97JLWSWqVdnQizjtN6GkOkKdM+sRDH3sKTTxkI9skilCpVy22znUiljq74hNqa8mOv+la1P7QHg+r+mXp8QkddOYgT0d44xKrcMOV9b2f1ls7Cqcb78UpdbT4VdxItfw8zldPZQLSK3Yq5ikWh5rC6L8VUdYpvHLgOLfM85irRNoooPFK6FWPF94E3MZj2idNUpX3gllJirPkoj9UuB7aiKwkG9VPYdXQX7zrnXY0JwpfvOsKtD42zd7zEKSubJCz8bqr4BDQVWIASy/+DvvQfRF6XLpJUZHOC43kShI0mUg2FekDbgpAGWfupbYW/jucw0fM31GtXAJ3eWVfWUbuQsEnvPtz8PXjes1CU6MmNRx1DiVfTEpqKOfRt7pztB65ovF61XdzaShRzCrvS6VOdKddRVZtl+QTgF5jmk83f1fHSOGryIEKcQkrNg+tRtIqs7suQSWgcmvZ/M4am+FYte5DlxmnYnt2w59ieh6YI0noCKVW/LbyUSKVMUmsSudCmUa475Fp+U5bjoRjjzNmjmHKIqvQJdbFmg5dgJOP/nnqSJopejEy+qTsephrd4XAhTCUHQjJvzbdNnCAoVO3yu8wndaRnMleLJ0EFewrcZGQuOXRL+Wgh1ODbBA79BPbcAnu/6xPqzGBTbT4RhbrD8pHzyajntdsxWolgN4SRgFbJJ6aN41u8w9nl8NS3wCkvjj9Pqh8qC+rGXKu7shxiUcvHUhTquSB7O+J7I+Xi1xJr+bDaFWrwSbWRblo8etaA+UD05/BbiBtvvLFTeQGSyaS8/fbb90ZtGx0dfRBg2bJl7N27txFSf/XVV594R7P/pfjt/lZ1Qdm4kwluj96ozVIi8jvXPL7uK3SJLg+IkJxE5axWu8Tm2eW1rEmcixCCbEJrK0q0PRuJB55fhBZaPpJaFtsxqR7+Ay4eadpV8kEG8PwCy4c99kqe3XcNmgKJFddx19Rt7Jn9OebgbSSN9q9NX67O47XvMlZuqh9hN76UluLs1JsxJpqpB7ZnU6lL8kHeb1bPIlSLYr35oJRSglLHVFNtSQB9qfYBaDDlE4CCFa9QS2GjK/EkrJlDHV/YWPdKaMQT6vH6PpLL/5Nj5c6oMsvxODrbvnR/eKaCmnmYBytfIq2nsTwLJTHKbHnpCnXFKTZI/lDaJwYLCytrjo2aGMcNLDeGqjCsncFoaZR9c/sa+/3o8anGdbUiZ+Y41fwDVNuvBcjpPmlzCqfFKtQJNYVH01Jhex5CcdAVA00RCOF3ItUn38BZuZe2HWuoBhopClb08rBLvWsU5ZTzEEbfLmpO9GfpeA4IB1ON/10qikBI04+fbEHFcqkdeykr5z5OLcKZM12ySG18L/944Hkkln+5YxXrjrEfkFr7r3iiRkr1idF037ux1H1kE01tI5x06LXTOT97VSMOEEAMfI3vz1/tE27XpO6W/eeH8Mi0xFnWxQSZTVdz64Fb267BcjzMkRu44eg/khRD1JnEkx7fOfg9jMFbySb8vx362icXEjBgf/02nJ6bY+9fK5arF7Kq8FF6zc78dqWyk0F9e8RRPnxCnaBgxSujJWcaxYsuUoUuRYkdhLraJJv7f+BbPtJDzaYkUXaHbq3HGxcQKNTIznN4tu/9XQxmSKgXjBNe8J4U3SeIl77HTyWJPU9EYeGSFeqlWD4WUag9O77NeyN2r4tCHZ4/qiixQaiD30po+wjjDzNDwcREQpdc85M4iV8GJwl1DDxRj12ONNUkLvENCQCKVkiouxA5LZpQO67nx1vRqVDbrkdl8kKe3Pdi5uvz7OczzMtmR7Nq4AeUno4qmpaPsfIY//KA38J1Q08zgzeX1Eit/wjfOPz/FlyDRFcFhqaiZR5ltLyPyeoEUqoMptsHsEyqzGzySzwy/UjjNZNBxPTzWd+znpSWwQ5yqKWUvP6WtyKGrqc/7Q8mZw1cROXI77fZDRxP4tVG6NNXNkgYQF+6/X6uyq4iVXwhmhsfBSexIhuBhFAVQXrVF7h77mux++Sd8xlw48NpUoEyUlpYYQ58+e4jXPLRXe1d8WYq6Nnd3DvzXZJaki29WzDToyfkoa55RdSAUA9n/M9kbsGgV7X984UTCl1V6Me3W4Q+6rH5Go9PlBrX1YqckWOZehGm56dvDKWWUd7/p1gTV8QWXy4zT0GWm6sYjhsq1DpCCAxVYapkMT29km3Dwx3HpzQ/A3mh/QR8u0ZXm4DRi1AtpsvRg6bjOSiV0+jTOxNEWuE3XWq/F2Hyjpe9nUpLt9AQE+WZRiSdUMsdhHo+iJvLmTn6jJVIqYCwyRppP44zgKn6JNDUVb8rYQApJVItYMlAsfUS1NwKM8FSetZoriz0JjIIrcLkAt+q5boIxSKlpuhXTyFbfzq2Z/PD0R+g99xFX8qfaKzM+4R6OsL3Ou3+HNtcWlfQtJGibumRarY7fTmbkpfEHtuT0sEzKUVlMAdwPAdNxlfxNibLHUWJIaEOjrUrzU6C+3/QVKhDQr1Qofa8wAO9CKEOLR9R53CdE1eo244PLR9LbF5n5jptG63q7mLHOjU/KzoKTm1xhRriCxND1XkpKR8dHuoWpT9sKhO+z9IEIHx1PrTinPRRn8QThJOEOgaSOnrMsnBSSyJFlzasQDFQqJNdHjLpRvvg9gEjfPiriugg1L5i7ZJJaKhCZdT5ETXRLBQuBmqOkAmUlqLEYr3MNw9dhzl8I70tKm9Iio5XmlXoUkqUvlvZU7kFXVWQnkHdrXK4/AhebTn5RPtDbyTrD0qzLR45VfZgVC5gJD3CrPcQTs/X8KTHv9z7ee6Z3kWfvoKXneurKatz63BL26m3eJgdV1I98jrO7Hleg4QB9KXbB6C8maffvRhpxw+qUtgY3R7UgJI45ufwxsCon8GQGp11C5A2/M+5HBHBNTZfpWZ7jSV98ImrkjzKjoEdCCH81BVzlNly94laK+peCUP436GBlD9gLSysrATXE75/TRWosodbr7yVl2711eFQnVZEJ6Geqk4xYz+OqvrfSV1T8Oor6EmaqDGWip3ZZ1Iee3YjP9hxJUI46ME1GJrCI8f969w41GmPyWo9CK1Eodap1qeLL2a1+pyO10PkDf97MF6KtgAltATu2CtZn3pK7DkgINSyU6E2h27hmHo9MvVzXK89H3my2lydEGq1I86yYM0h3QQJTWc4sQFn5nykp7IstZpMhEKtJQ/x7cKfcP+EH+PvehIhWppFSRPLq2I5Eruwg+FkM74wnPTOLvCt1h0/5SOpJRnWT8MsXYGhGBws7MerDzeKEQeDFY/ZeiehtmQZTS4tOlfVKswlvs7uqd0d2xbLoc4ndTyrv6HmR2Gt82ZWWJ2Z3yESuoIQUIvzUKd6m/1WC3UAACAASURBVP8OJw/zR3zvbatC3UGGuzQyCS0fRsZXXGNJ+RJTPkJCvbAwMVS4l2C98a8r32nbcJZYlBi+pzgyuqhCHdznOB91SNR/oZSPlklBJpigh0Wl5UmfTCtqC6E+6aM+iScGJwl1DKSw0EU0GU5paRAu9sKlpxaUrJBQxz8g+sx+Kodez1OXn9/2evjwH8qaVCwXq0WlOjA3Smbr/2F/9XbSehqBgiXLDfJStsuo6A0rQKhQZ3X/gaZlHm8r7EsbKjg5inZz4LRdiZZ9iHH7YZ+QewYVt8hY/XHcyhpSZrsisjLvpzSMFpu2i7Izh2KOYXs2Be8wIv9jHpvZy788+PdQ3s4XX/TOhs/To4yaeZSpcnN52Q6KSsIJQTjwLlSoATRzkhkrOg7JcT3c2gp6jeiipRCKTFFz45WwkncYTYvPHs8EPuCK1UmoQ497K1ndPzWDakxy2qCv5O4Y2AFKlbFqZx53HGxZwlT8QSJrZFFnn0/aa288U7Z84mAEeeiGqmC5HpOzKa6+8WGOFyf58eNT9OVKrFn7IIdm2geb7x/5PnfZf4MSvPfw84ize4Bf1OdJr6Ew255H5fAbuGToDYD/WT46Fk+oc0YvQi211QaEkNVNDBgbY/92f8L/no+V4z31flZ490efn0yzQKG2XbTcAwAIrdARxTZj+VbC5am1CLXa0WyoZBeRbgpdVfw8bvMYnjVENpGMtHwYmkZNTlMIlG3Hk6A07UvK7PPZbD6PnDZIbfSVbMw3VwV6UymkpzO/gEBZjt/YJaWnSeoqVavKxf95MYdLj/mEOrCA6YqOXj0bxRnquDeOLKOJpRX/G5rEynyvg1B7noex4S95pPrV2GPzSZ36+HN53rJ3x+5TsRwyRnwpkBCCpK5GNHaJsXyEkZjS9W0CZg4QnWS4YVHokvIRnjuKUIee4ROyfCxUl5dIyBvnibB8LDU2L3xP9biukUsoSoR4hTr8PJbUKbGL5aPRwCaY3JYn/c8RWt7DSYX6JJ4YnCTUMZDCii1c6jNHcCurqS1cempBrzFC9egrWJfdGrtP2jBxKxtIa+0KTPjwD/OEW1Xqw/PHEULSn+xBCEFCyYJabRyzpW8LLxr4YqOVd1iUqAcDoJSCnmTzISyEQBPtZNJp9bwGCvVE7QBCChRrbVtsHcDybA9SKkyWmw/LUesOqkMfpFAvkAqKpT5y1z8h8Xjjzr9gw2CzgGrGPkJq1b+xd/7RxmvHi+Ok1n+EgxW/LbUR/M3+CCI3lvgMo8pXOl4HXwWrHvojzuyJ6P7VApUkdS+aUNuuzUTu75hSvh97fMbwLR8Vp3PlIiSGR1oI9d65PSCkT6SBpy5/KmvdN1GpLL1pVmr+91iv+0VzmqLR5z4D7BVt+3hS4JQ202v6yo2uKjiu5Cv3HOULD3+B3/naFew6+j3sFe+lkLiJQ7PtXvS5QFEKlfDmSkE8od5T+RbZbVc1vg+O66fDhOqxrirUbA9DVVjV21lMdvHyF2BNXRpZP1DVH8RWYjrXAf1Jf3I3FTNwPzT1CImNf8Ok80DsOQB6nYvZIv+i/W9bLkLxJ0xCL3T4ckuuT6jX57Yg1ArlhdvtAtJNYagKhgZaZi9q4jhpU2sUDqqKaCj/puJ/F0rBUr/jBUp/ODmyN5NVNlAOfvvpFmKZMTWkm2yQ8RBWoFCnQ0LtVrhg5QX0G6twitsbhBpguf1aEvUzWQiHMsYSCXXeCJXydqW7atsIxUVTuzTYCes7YrKop6pTHNT+CcfY3/UaUobaxfLRUpRYnYWRnZAP7EDpgaDtdkRDkG6eXz3hE7yFhLqVzIapJ0uNzYMIhdpZGiEPYUYUFi45Nm8Ru8RiCnXD8hETndfodvhLWj7CBjaloE6uNAHpIMIynJicbD9+Ek8QThLqGFT3v51z86+J3HZa79OpHPpjBPF2Dl1kcIo7G0VzUUjoKlr2Qe4Zu7/t9YrlYgx+i2Pp9wJuO6EOWtCuyPgPjqSWQSjt3RIdT6IGynSY0uF6kmf3X0V53190eF8NkW4jk7YrIRi4DVVB2n0Mm1u4wPwkfaIzhSKXNJBusm152fL8ASulp0gHhPqO8V04hdM4Z9WGtuP7Ep050PP1Aqo5CYr/vkKFemFsHoAperCJflCHKmLS6O4z1EUSW0Yr0POWP5imWoq+FmJNbjXl/W9uy1cOUQysC60K9VhpEo1Uo8HOcHqYdclzKVSif5IVy/HTMlpQL69mWap5L5PJWSar7RGMeaOf6pHXsinrEyNdE9iux+MTJbzyNizXxR74LHl9kOcMvIexWaUtD3ymNoOC2ebBhu6EOh34yacq/udpux5G/w84UvVJbKjArh9MNxoPteJJI+fgFHdSWKBQe9LDHvgMY85PYv/2tv7tFB95LxsynUQQYKZaRKhVTK07EclpIyh2ewfIUr2OUP2BX9EKbd0gXU9SKqzg1MyVnL/8Iuy5szo81JeM/D718cvQNYGpadSOv4Dy/reQMdXGak2rBSKhBoQ6SFpxXA+3sp6VST//WzHHOF5/gG/u+yrpTX+LJ5pkJ2vq2PNnMqC3x6hZrkft2Et4xsrnkDRUavUU7znvPVw58jHcysY2Qt2bMpipRHhmpYap5Dtfj0DaMJBuiplae3FjMag16FbbkNBVEr0P8JVj78T2Okn1aGmUmr4bXetuk0roamfKh131246HqqVd9clesg82XBRcfKBsRiVcNBTVmDHAzDYbwUQlhYTvZ2H3xbhzQbSHeinHh0gEhYWtrdyXWpQYWj7ikj4W81CHCnWs5aOLhSZE+F1xF3wnWy0fyT4/RrChUE+0KNQx9/EkTuK/CScJdQRcT+K6elucVysyQQFRKWJJOsRYaQI1vQcp4h/2SV3FHPkGNx1oz0iu2g6KPkeFo5jDt7QR6kdndyM9nc19PpHqNYYBtaGC3n70du4sfgI1GPjD/GHHk2TlaaTEUEeb4JzYQs5rEkHb9UA4GIqBrgqqR1/F+T1vYqbsMJjpVKYypkbl4B9x6cirm+fwqo3W7SGhftbgO6hPPIfVfe33tT/C/1sIHnop1f97TctHJ5FLqb04IvpBf7w4SWr9RzlQ/Wnk9hBpVqG5ncvbAIXgutJdCHU2kcSrL280QGlF+NkcCgi15XhMjm/hFSOfYyDZknVuHGWGn3UcbzkeT73me1x/d9MrX3NqlPW7QGsSlYnUv3KY69uODX2+oeqpKb7l4/HJEs/bcSobeRN24RT+5en/xilDG/FEgeNzTZV9rj6HJrPNlY4lEOqM4X9mM9WmVcEYuI2Dlfv8txmcY0OE3QNAKFXU5H6my+0DXy0gMd1IWNowAC02sWU+iGDLGN1XAhRjjjFvV5vCOxeoczm9H6HWmK02J6FzFQu3so5LR17FpWsvpT5xeQehHk5sxK2uRw9ypu25c/HqI6QNrWH5aP1tJhcULTuepD5xGecNvBAAN/Mj7q1/lK/s/yxCsehLNb+faVPFmnw268326EHL8XBKO9jSt5WErlKzPaSUFKp20PK8OfE8ZlzLIfN9Hfemf+6v2aS9tOP1KCQNDc9JM1lpX/kIa0y6fZYAyUSVKeexyOZXExV/paLHiBctIFCoO1I+6n7EWhizZld8y0eqFzYGhZL5IBoxKkd6MUU1M+xH2YXHQ/s5wuOXojDHFSUuNSUkhJkDZPt5TqQoEeLV3SUr1P8dlo+FhLrF+qIofhObMG+7NNmcGJ0sSgRgampKveaaa7r/aGJw9dVXDxWLxZO8MQYnb0wEqnYdc/hGppyHI7fPuHtJrfsYD0x0FtqE2D1zP6nVn6XsTsbuY+pKZBV7xXIRatBQI7W/ben7sfnduNVVrBv0H3Bv3vFBasde0lCoH5p+iCP2D9GCZWGtJUd6rmpFJjOs0M4nX2nmlzquBM8kqWVRFYEQkpsnr+ZgfRcDmc4HXjahIe0BPLe5fG/LGgLTj/bTc0gpmJi30OlhKNt+jrCgrmQ3H9bFYHkzGUxqjC6EOq31IpViZPOIuVoJ1ZwA0T09Y536QnrLr4vcFirUmS6EWlVc9N6fcqjY2QhjoeXj2FwVT8Lq/vbJyXHvdrz+/8R229/HXNVv+PLA0eaAfKw0jjbyJQqy+fcMJYW1wLaye+rnpDe+n+M1305jqAozZYvJYp3NI1mue/kruO65H+eUZav51sSHSa75NIdmmueYrc+iykxjYmZoi3uowzjE2YC82o6LUBwMpVmUCLBxMJpQ7y3eR2rtpzhUONz2es0NCXWXKEpDxRy6mZ+O3xq5vVD331vW6G5ZcLUjTCa+2NZ0qWyVwc1wxerXUnzkvXheUx2crVgIfYpMUvpqs7ApLMjW+/nsj1CMiaBxS0v3T1Nr5K+3tvHOJ9IkrdNYmfWJneP6k6OwLkKTPXjYDCVWUT3yavKJ5u9PUxUSukKh1m5BKlkV1PQeis4MyYA81x2P+ardpk4DJFQDV3SSj7rjdi0mbMVQ1kS66Y4s6XJQFNgtBQmaSUhRWf3jZX9Zv8+MbsAVImlETLCcqk/eGrnFNT/lI9kL254Lr/kWLA9EhihCvRgBfMkX/Rg7iFaoW7scLgYzxvKx1JSQxnkCQtmqMp+oQh1r+VhEoW540eNSPk6gKDHK8tF6XHbEV6itsh+RF2SrN/zxv+WEenp6Wr322muj1aNF8MlPfnK4VCqd5I0xOHljIjBXK2H0/ZhZJzr1IaGDmhj3Y7JiUAkGjLQR35EtoatIN0FpQcpH1XIRmv+aYo4xVmz+nUF5Acna0xqey1AtD9Ww+fo8Gkn0oANXWETmuJK5iu1HUS1ANqFRrNuNwkbb9SjveweXjrzaL+oZuZHR+v2UrAqD2U4ilU3oqJmHuX3sm43XbFlDkf5DbiS1htKj76M4u5XVfamOhhu9yRTSUxteUaAxyQgzeLsR6pzeD8KLTCQIlbCU3r15QdKIWBYOMBP4/rJGPKE2NZXEyDfYV7on4hr8CdHR2QquJ9kzMUlq3d8zI9utPqszmxFqnYcn97W9Hk6oWj3Y4yX/O9FjNv33CTWDQ7uSV7LLKPo8IU/TNcHecf8+bxzMkDY1zlrjL03vHNiCYkzy2GRzEviHp/4hg84LGhOzUKHujYnMA8gHA/d8zR+4KnY9uEeB9zck1DEK9cqc/6xfqGqWG1GU8b+ptKmhZR9kz/y9kduLdf/+ZM3uCnVK86+t2FIIJtw+0mPv5dJVlwNaW9HhVLFOev0/8MOpL3Dn+A/Jbn03R8rNrHrXc7n+8PvQcvf7RYkthDRtao2Uj9bX80kDffq1XLrmUsD/XaY3vp9dU//mb69fypniQ7xmwzV+LYbZvvxvjnyNG6b/tO216dokqdWf5aHpexuFmVXLjSTUOaMHqZTbOj6OlkYp5D5FRWn/jsZhWU+C6qHX84bNf9f2uvAMrJnzWJZc1/X4TJCEVIpYph8vjyM9jZ5EZ8Z1K1K62hnB6NRBS/r/AVSmfVKY7PNTM9ac10zPiCTUXYoSAfo3NK0GquaTuUjLxxIIsZ4CRIxCfYKWD2gSSs/1iy9PRKGOtXwsQswVxb+PiynUXT3UcTnUC1T27AgUx5sZ1A2F+qSHGuBtb3vbyiNHjphbt27d/sY3vnHlu9/97uGdO3du27x58/a3vvWtywEKhYJy0UUXbdyyZcv2TZs27fj0pz/d+973vndoYmJCv/DCCzefe+65MS05f7txslNiBIqBihUXedeb8AlDtw5eIaHOdCHUSV1FeiblBepL1fYV6qHECiZqozwy+3PAL26szZ7DtlxT3bp7+lYSK2+gUPU9o/P1eXSRaVviB7/QcLZiRRKhono3E33/zNHiTaz6/+ydeZwkdX3+39VV1V19z33P7uwxs7uzB7ss9y64KKccKqAoBFCMisYk5Bfwl4CaaAwe8Y6JQQFDECQRcBGMBOTW5b72vu/Z2bln+u6u6/dHdfU13TNd7RFeP+d5vfY1O9VT1VXV1VXP9/k+n+cT6rbSBMiTJ1fIIonRyQ6a+ssr1HJoCy+OHQM+CUCdtg6vaXUe9EgS4GLvcIyTe6bH23llieSR61ncnredKGIQLdabK2rySC4kl0BImX7JLvSv5dc71JzntBCxbMqF7euthEnXi4zWPURCPWWa1WdBqJfksSto7q6cde1zezBNF2l9elFiLKXhkVykNYPjkRTPHnoDUTlOd32xSroo3AfDsHl4Jye05e9Xk4npHuyh7GCu3pv3snrFAAZ5Wwjkr0NP9lq2LR8wndCe2rmGu3eabB7ZClje7tUtq/FqCaSsMt0aUji5p57TFjZWPBddwXYyY+tRBOtvkrZVw1aoxZkJdUcw2/0yVZzUYZPhmQi11y1i6gGiavkHd1huRZ08kQalchQbZAdPat7uA9bMkc8toplxPK0Ps23cw1lY9oADk8MILpX54S5C2YHXVEEigkXMTasoUZpOqMtZPsJeuWh2SjdMBDGOgJn9WzeSEcp5uX0ldQJul4JqFt9bEtnBe9Djx7S7CKoWoa4rIdT1nnqEuMZQdIrOOou0jiRGMLzbwHXpjOfPRmedFxAZmCxOv/FKYdJDl7IoXLk7KUDQXT5aFEByedBTXTn/eSX43CLHIyUkTE1axYP2fSGSnYnwTb8/WYS6ZDaymkYk07ZRQORyGdJVEGpBsGwf0xRqtToybMNTUhxpH4Mjy0eZlA/TnF2hhpnbj1cTm5ezfJQq1CVpJ8E2OPhry+4B+aJEyWOR8rdTbN7GP+tmeHv1lejVoKU/wXv/5Uill7/xjW8cvfjii707d+7c/tBDD4V++tOf1m/evHmHaZqcc845i3/5y18GhoaGpLa2NvWZZ57ZC5aq3djYqH//+99vffbZZ3e3t7dX9rv+EWNOoS6DSLZgRhHLP7gbvDahrjx1ZPs9g56ZFWoMDwmtWFVMZHS0WD9X9l2DaYjsjVrFXPsm9rFv/HDRVHlEHUYObmcqad1kJtOTSPhzZNhWqFXdZCqh5nJmCxFwe0EwiGQtF/FMEqXrP9gdexEAIWXFlGmptrIpGx7JhWD4SBn58yFrC2h0WW3bbZIQzbbaLoXLJSBlepGM/NTtkrrVJI98lEalJbeNer+7bIOINl8nWmw5mNP3zY4v9LtnyaEWVUx5qOzUclhuQZs6qYi8lkJ0CWDIpI3im71pmkRTGkvbrQfSobE4vxl8EkyJdd1ri/62O2QR9gG7Qj0L20M/MJnMqYUjcUs1b/Lm1bmAHMB0JYvUODuJRhGLiwrdkovuks/ihBar2G1fJG91eubIMyTM4ZxCrcgiP73hDFZ0Vj4X3aEO0sMXE5Isq0Jeoc5bPlwCLGgqb7uw28lPlnS/bPC0kjj0cXp8Kyu+t08WMXU/Ma38g3u+fyWpwQ/Q4J2ZUDdkP+tCD/VQZhuxuh+SZhJ3wwvsi+QbGe0csWazljf3EM4Sl0J1ezxtDYBMPYAsCkWWCb9HzA0UiywfXhmt7Xvc/OxnAFD1rHXGzhTPDo7sNBF/SXycxxVAJ10U7xnP3mvCnkCuUNcm1KUKdWM2o/nwVH7Gwh4k+AvanM+EtrCC6N/Jvfu/XGTJSqkqCCpyhSxzG/WeBlyZ+UhllNir+j5G8tAN+GYh1Eq52Se7VbY9eLZbVHvLEGpPaDqRnK0ocdpOhIrJZM6DXaVlwxOYHptn/JaWj2psFjYkt3Ws5ewSugqYs2/Hbj9eDjPletuYMeWjRKFOTcJU1jIWKLALe4J/9JaPQjz22GOh5557LtTf39+/fPny/n379ik7d+5UTjzxxOTzzz8f+uQnP9n52GOPBRobGyu3EZ5DDnMKdRnEskqYVyo/cOwKWRFkI8nK/mibyAQ9lW+4XlkkNXQx151RTBASGZ308fdy5ZLz+M7TbxEOWSrOV1/+Jmbrdha3/Cj3t3YDhpGEdaNSRAUPTXmFusBDPRJLc0YZQh3yBCEKk9kisriaRA5uJ6JaRT/u8WvpFEw2A03B6Tc8QRBwCwFUM2F1LnNJxMyDuLKxX3IBSShHqAG8/hG2RLdjmksRBMFKGiEf++d3SzSX8W8DeGQQ/bvZPdbLiR3FM1Gm4UaL9dLsm9lnaU8tR9NRWnzF9rI9EwdwKUdQpFUzbgNTJlOiUKdUA80wWd4R4q0jk2weGGRM2MRC7/oc8bLRFWrCNEWOVyDUumFybDLFvEZfroNdky9PqE9sOJdXdzYQSam54rJ09kGl5OwW1vlc2OSf1pgl5A7hMdsYTu/JrfvnT/05YfFS2l3vnfnYC6DIIggZppJ2YWmY6K6/Z91pVmMcn1tkfqO/qACuEH7ZD6Y8rf24S3CjJxZSr1RWxyXRhWAESeoHyr5udzucLfWlOevrH03kCUBEGyQpb6bRG8I0JCYKFPTdE5aXva9xIcGsVzOu5cm4HRtn6v7ylo+sdctTolALGIxmW2LbAxN7cOTORiDaHv3SfHivGGQKqwbALn5NaJbSG/YEiGXPfypLqJe0FpPk3ro+MpvPIJHJXyc2oQ7I1RFqjyQSDE6xL/k8kUyE+qw9Y/PoGwSXfo7DyW8C7RXX7/Qvwtj556xqnv7dS+QGEjN/lr6yOdRJiyCKspX2YSvU3jL2EVtdNgzLugDOyGhuG4WWD7tteJWP4EoKdU2Wj+x+5Eh9lSq3J1je8lHt4MJbP3vKRzWxeTPlUEM+Ou/4Fuunv+B+7gm8vQj1DEryHwKmaXLjjTcO3nzzzdOC+19//fXtDz74YPjWW2/t/NWvfhX5+te/PlhuG3PIY06hLoO4msA0hVw76VJ0hEOo0WWgV36o9PrXkzh8PcEZ0gQU2YWpNuIXi9svJ9IZwMTrFgmnz8enr8QwDbaMbkZPzitKR2jOEio7d/dbZ3+LPuHPckVk9s/txyJEUxqrOqcrc/XZKvTRhHWjTarFJMzj8jA2aZ2LckWJYPl3Ia/KDXvu5ZhoJU64qyDU/vB+tqT+nbGUpUr+7MC/41/49dy6n7lgCV+9vDyhVWQB37y7eOLQ9EI0rzmP5JGPsrq1v+y6Nuyp5Yky/roH9tyHt/vfUWZ5cAu4yZQo1HZk3pLWIJJL4L4dDyG4VD7QOz0lodHvIbH/Lzm57v1Fy4tiE7O2j+XhDcQPfIrWQJ4ALKlfjhZdRSSZn40Ly82okRU5kifPkrBxgv+DJEdPwzTNHAkU9OnkeyZ4ZJPg0s/z6xGrlbthCmAoOR/7zecv4dtXrq64viAItCQ/RlA7o2j5QGQQKfQmOpUb8ABIZhjTJFcTUIgHDv4bgb4v5AryKqHZFyK+76/Y0HFxblnKsAhNS6ABUwsxmck/gw4n30Ay6ukJ9eQsH3Et/+DOEWrNn035yL9/pZSPOp+MaSi5xBvbOlPY9VLVDXYNRemq907Lh/dnSW+hbSWl2TM2/tw5SKk6UwmVUIlCvbJ5OemhSxH0fO3ARJaMBeXK9QSlaMiS6MLoPNuK5JuFkIa9MtG0Nq0rpWma/OVzH0EOvzLNO16Ki1a182dnF0d1omYtCoJgqdSzWT4wixXiajy/hfA2WCkiNmxSWDWZDVhFdoWottNibhslHupqoupK1y/nP84NLqqwfFTKoa7GQiMI1vkq2ymx4DwEss1dBjdbP/0lCvUfeWxeOBzW4/G4C+DCCy+M3HPPPU1TU1MugAMHDsgDAwPSwYMH5WAwaHzqU58av/HGG4fefPNNH4Df79ftv53DdPzeTowgCHcJgjAsCMLWgmUNgiA8IQjCnuzPmatJ/pewOHQCsZ23sSRc/qHv90jIIx+lwVhfcRsemtHjfTMqYYos4nIP89TgfxXFQh2K7ySw9FZeH3mZkFdmLDnFVb+4ipg2iZ6cX+Q9rcuS4YmCqTTdMHMEyCZQz+y21PR1vdOV2kavTaitbeR8t9k0BVlycTxiLatEqL1ithAt+8A1SOc6TcoFJGFeY3lC3aJYzRQOTFnK4kR6DMRETmFf3BJkZVd5m0FY8WLqXoYT02cMRmPWzbcxMPODyyacY/HpHsGpzBSm7kOZJdnAN/bn9ElXFy2LpjUEMcquxGO0NcU4erwZbfxsLl8xvY15Q8CNkWkhniomCFNJFdG/G1yJHKEWDD9Gah6hgjbwLimB6NvHSDz/4F8cWk1q4E9yxYu2p75SwsbpbWcTnVzIVFJlMm1dD7aqWi1CioJpSLlrejgxhKflvxlOWVOwi1uCnNA9s+WiTV6DmixOdtoythlv5/2kzMrFwADBxKWcqXynrD0oqSUwTXHWTol1Pg9GphVNy5/ftBFDQKRe8WNoIaJq3pKij7+T5R6riNctumnW342UyRfcndx2Mhc2fAlBa0Z0CTni7JVFRJdQ0UNtGp5cQZ5uQGbiZLr9FjmURBeqYbJ1YIqVZSw4TXIPSvxdRTUBDa5+GPwYbf623AxBLK0TTWvTLB/1PjcIGsPRPAERkDAyDbnvSzVo9lkzCoWEejKbnBPyzLwdv8fEt+A7/OsbP+DJHUMMTlkDgqn0lGW5caWnWV1KsWFJC9ec3lO8UEtZHmqwftq5xeUsH+Vi75ySUX8jJApEQCdFiWAp1OVyqB3F5lWwfFQ7KFBC5dXdaiLvoErLxyykXHTn/da5dctYPgCOb7bes5Ckeyocwx8R2tra9LVr18Z6e3uX/8///E/o/e9///jJJ5+8tK+vr/9973vfosnJSfG1117zrl69etnSpUv7v/rVr7Z//vOfHwS47rrrRi+88MLeuaLE8vh9jjT+HbigZNnfAE+aptkLPJn9/W0Hq2hLQJEr36hbQh6Go9ML0Gwcju9EDGyvOK0NWULtGeRXQ3cWxXNF1UkEwSDoDmYLk1K4hKyHVV9UZH1oUBpwaS3EMzq6ofOxxz/GsPFyjojalom9wzEWNvmzRULFaPXXkxk/nXq35XlNZh8W7uzNXhZdOYWoku2iRTyJvuS3mReyiLEppJGyhLpQoe6uL0+o54cs8rF/cn92HxJgKLn9nwk+u8fKngAAIABJREFUt4ShBRlNTZu14oXRnxJc/E+IrulqZSGavI1osV5cwvTzE0lPge6d1SbgFRox9WJfcDSlITds4pGBf8FV/zhGcj6r/VeV3ZbfLeIJ7uE3Iz8rWj4an8I37y78PT/IEeo3R19ACm4pKsg6mtyCb/4POTCZj5uzm7RIOe+0dT57W8sT6rawiOjbx5uDB3KqqqH7q/ocbLhFV7Y2wFLUxlLDuBufY1Kt3OGwFKLnOCP6G0XL7NzhJmXmCFVvudzhLJJaEgz3rAp12CsjhV/jmSNP5ZapZgIJH5LowqWHUbPT9mlNZ2isibXN+QH2Iun9GMm8Khr2hKkX+3INcuzvhK2u+t2SVXsmTifU9nl0u/ykj19Of8OJ2W0IjMXSHBpLlB1stvl6MMYuos3fllvmMoO41WV4JW/uHNz+rJXYUTprIckpgks/W5Tec9H8y4jv+wxed/VEriNoDeILCfXxuHW/mxfqmnHdRr8fU63j7u138qf3PsXdmyyv+lDCskWZWmia1aUqFBbRyV4r7QIqWz7gtyPUvkYrScSeNXFSlAhZ72+ZTolOGru4A4AwvSix2sLKipaPKuwakC9KLDNzVHWBpOiukENdxvJR2HbchjvwR5/yAfDII48c2LNnz7bbb7/96Oc+97nh3bt3b9+9e/f2N998c+fy5cvTl19+eWT37t3bd+7cuX3r1q07zjrrrATArbfeOnzgwIFtL7300u7/7WN4O+L3RqhN03wOKJWS3gPcnf3/3UD1xsw/IF4eeh5P289AqFzIKtQ9yyb10ximUfb1bdHHUdp+lrNclIMiuzA1axrOJgsAUdUiMg2eBup8MvGkwl3n38WC9C301i8uUt5WNK2gI/b3COn5xNQYLw6+SNqczL2v7Mp/xOvLqNMADb4Q6aH30OW1bBG6YWBkGnJT17ltiQIhb/kbeFjxE0/JOeJvCJmcQm2TuJagpyIpXVjXiam72TNhPdwTWhzTcBftfyX43CKmGmIiNTbttdH0MQQxU7aoqRAdgW6SRz7KgsB0a0hUtRTq2UiY4XuDI+qzxeumVFyeIZqVDtaErgQqfw6CIOCr28PmWHFzlsmUpcq5PMc5OGZdGy+OPoK78dlc3BpAk6/YugPwyyP3Euj7AjYflmdJ2PApGr75P+SZI0/lCbXmc2T5EAQBwVRI6hb5z/m4q1XCgDHXM0z6f1y0bCQxjGnI07znpZCVYbZo32H3xPR7fkpLYhryrPadkFfG3fAbnj72i9wyXXMTEq3uiZ6Ja1nn/zsAHtn9NC7friI7k+JWiWr529/Lgy+zP7kpd/49WYU8kCWDLpdAwC1NU6j1+CKWh88CQNUMwCxK8Dk6YV0b5RTqgEcmmkkwlsx/L0bTB3AFLG+p122916Z9Y7x7ZRuXrCr2MrcH6jFNkcmCOMq0Zt3vqs2hBpgfbsXQfERS+an6wfgxDC1Id/3Mn2WdTyY1dDEZXcXT8gvG49Y27PuloYVnVajLoohQ+/I/y8Vr5gh1SX4zVF+U6GuyCLBNyvVaFOoSZdWpQm23UbcVWr1KImyjkuXDiUJtaNOtK1D9AKUay4evIX9e/CWD77mixDn8HvGH9sK0mqY5CJD9WVO4+O8bOyfeQg6/NqO/L6z40IXYtJa6NjJ6BgG57LSzDUUWMWxCncwT6phm3XTrlXrCXpmppIoiKRwbbqK3ZfoUaUiRiKTyU/SC4S0oSsy//7rF5YmcNd2sMRq3bpbNnvnE932GNc2WLcF+yDf6PRWPR3GnGZEf4q0RK5EEIY3bZam9btEiDZX80wAd9T6MTAu7xi1CndITmIYHWapOoTa14LRUCICoNoqHMtO4JbALm8YS0/11MTViWT5mIdQp5SWOGU8VLYulNETPEIvCS+lvWgjAmRUINYBPbEAjWWQBSia9NMesPOFdUauTYkKLYOreIjLRErBsFBMFSlpSi1tpCtnP0C1aCRs9jeUTNhbUt2LqCoeihzit4zTuOO8OjExdVQObQgimh3SWUNsFul65ekIdcteDGC9qOT2SGsJUw3hm+RzcssGU8AZHotPrfdJGympaVIVCbereomZDmZF3c06dRaJ9boloOslwYph7dt6Jp/kJ5hfYmbZo3yIazBcPP7D7AbYk7s8p0KUKNVgkvvAaC3lltMga1jVcD8C+yA4CS29hx6R1DRRaqVZ0lCPUInL3t/nSi/kM6CPq86Tq7wWshicAS9uC/NMVJ0z7bouiC0H3M5nJ3+O+99Y38LQ+PM2vPRN6mzqI7/k8K+s25JY1CKvRxzdQX6ZIuhBhr4ypNpIafQdy+C0Oxa3BgE2oTTU0LS6wKqiFlo/srFQ5uwcUtN0usCtUSyJt+LPfeTtb3bHlw19GoXbooYbiNuqaw6LE0ug/G1UXJc7Qfrxa+4lUYvkwzemWD0HI2z7KEuo/bg/1HH5/eNuaywVB+LggCK8KgvDqyEjlNI3fB8bTI5haGPcMD912n6XmHI0eLfu6aqQRzJlvdrLoQjSsB2GhQp3UIwimB0VScoR6MpFhNJYpqyyOKP/BYeHeHKFG9+fi8mxC7RLg9EXl0xGCioR/0Te4b9+3AXI5xVKJD7upTFMXG36Pi0zgSbaObsU0TcSRDzPfc6a1fpYUz0io6xSSR6/m+sV/D8B83wr0eF/O8zsTfG6RzNjZfGDeZ6e9ljLH8YuVUyFseN0intZHuOWlj0wrZrus+yYyE2fMSqhFwY1uFk9HjidiCPI4i+sW8b4TO/m7S/rLqok2wrK1r4UJMuPJCM3yMrxCA6P8GoCkHsVlFhcLtmULFCeS+Yde2kiDKeU+ww+eMo9vXbm64rE0hxSMTDODicM0KA2c2n4qui47snwA+NNn0cipQAGhrlbNA+rc1nkYiuVtPGOpYQwtVGSLKIegPL0IzkaH+yT06OpZPeFhn4ypKySyMYqmaZJU9Rx587sltqXu5oOPfpAD0e1o8d6i69srBtGF/KBoPD2Om2Beoc6S4cIB0RcuXc7HzlyY34esp3kinsQ0TVJaGkEw8WTJgx05193gpb5MnGXAI2GoDUX3qIyRzDVc6ggr3PruZdz54ZMrFvbJZguTat6OtmNiCy73iCOFur3O+tyPFWRRe9KraNTPmVFwgPw5yIxtwDQ8DGovWcfmDtChLMPUgrMWJZZFOYXaV6GkxybaRUWFDtXdrI88R6gdWz7Keag1ZykfkCWUpbF51Vo+Knmoq1SXZ2o/rqWstJXZLCyip9jyYVToOGkT6lLLx5xCPYffI/7QhHpIEIR2gOzPiqZK0zR/YJrmSaZpntTcXFPb+ZoxkR7B0IIzPri7s96/fROVCbWL2W9UiqTgFgJFhNqjLaJeeydgPVCSqs5dvzkIlJ+qN1xTJIX9+UYShh8xS0RtZfGE7rpcd8VSBBQJ01CIqdaNZn9kO955dzCcshQ+m1hXKkiEfG7vZGoSQRDQ48tocFvT4zaJqFSQCNAR9mJq9YzFrPc6q/lqMqPvyg0MZoLPI2JkWgiL07uu6a4J6uTZJ0L8bgkj3cpwaoCd4zuL982zAiPVNWshmyR4MChN+dBIHbuS8+afS0tQ4SPrFsxIIhoUS8kqvB6OuR5kt+f/8q6WG4gPvZNvvvJdYsYQbrNYUbMtH4XZyRk9jWlKuc9wcUuA96zurPj+freIoDYznhng1eOv8vThp9EMc0brUtnjMM4ioFk55OnsA9BbrZoHNGaj8Q5P5SMEr1v0WVLH31dkiyiHkFwHppBrTV2I+dK5yPGzZn3/oEdCMLwkdYvEpFQDT8e9bE9utI7FLVKvvwu36MbEQEwtobkgUtInBcGVyHnYx1PjSARzg0tb4fUX+H/P6W8tyvf2SCLehtf44dH3M5QYyrVetwcm9veq0gAtoMgYagMDsfw9SjWTuExrfUEQ+NhZC8vWVeTOg6uDuGkRatM0ORY/jKE25Swr1aAj7MXT+nP+a++dgNU18lD0AE2h2bdhE+quuhCrXZ9DjlwEwPk95/Oe1tsAqTaFupBQ2z/L+adhuroMWRIpVK8QVyLU1Xqg3UFrn/UCG2ItCnWhbcOx5SNLxo0Sm+PvQqGutgV6qYe6kvc6p1CXIdRasvg8zmEOvyP8oQn1z4Hrsv+/Dnj4D/z+VWEyM4qphmckUIvqLUK9d/xw2ddVM4OL2W92iuziLP+Xufnkm3PL3OkT6OZyAOZnp+a/++QeJJdAf8f0uKqw3IYhjiIKIovCi0D35wiQyyXQFlK4cEXbtPVshBRrejuhWeRhMjOK5N+LiXXTtwnMTIQ67PVg6gpjyUkSagLNswUN68bZ5PegyK4Zkx3awgqCNMnPDt7Oz/b8LBfdV026hM8tgaDy2thjbBnZklsez6TJRFbQE1hRxTZEtOhyXLh44tATueWDsUE2TzwPrtSsNgFFCKMJU0W++pQqokVWs6p16az7AOQysEcKEktS5ig+VyMbus/GSM0jkXbRJpxFOFNc8xv2hJFGridsnpBbltEzYEhVKf1gkSyv0E7SGOfOrXfyrde/haYbuaLGaqG4M0xmLEK7JHgm0R3/SE+4p+r1W7JTtQPR/HnwCI2YmeZZi0MDHg+C3sihyKFpr8XUGJ6qmtMJyIKftGH5PRMZDdG3n5RhKeY+t4iZbuMnF/2EPv6MLt/yooFSUA4hiMlcF8OJ1ASiGSxqrAPMqq7aHT7jajzXLMqbtSrYswaVmuzUeWWMTD1RNZKLs1SNFCLVzxT0KKcjR89FN3SGEkMktBhGutWR5aM56EFUjrE3asWYDcYH2S1/HlegfHv4omPwuQl7ZT6ybgHdwQVMxfPnK5HWEV2CI7UcsGwCarK4KBEqWz5kn/W3hSkddmOYWRT2HGxCHc9uw6ghNg+KVWqnHmoob/moVqH21gHmdEKcbYTGLN1o8wp1meg8PVN9g5lCQl0pS9suTAyUsXzAdD/6HObwO8DvMzbvJ8ALwBJBEI4KgvBR4CvAuYIg7AHOzf7+toNpujDUehr9lb/g8+obyEycQsBVvh11j3kNDckPzfpeiiwiaHV4ClSCmBrBFpMvOaGDTX/zTp67+WxevvUcWkPTH4YNnnYQkyxvXMHG925E0JuKrADP3LyBP12/cNp6NjySC8EsUOOyN1o7Nzhn+ZiBUAcUCVP3MZ6cZDA+iNRxN+O61ewi7JN58/PncfaSykqxIovUB0w2xzby+U2f57nRnwBUZTXwyiKYLp4Z+wH/feC/c8sjSYP04BWc0nL27NtwWx325vtX8fihx3O2jxcHX+ThwS8jiPFZLR8BsQNTUIvU5YPRnfiDx6ou6psXnEd0199xzrzzc8t0cZSw1Jrz6J4QfB+d+rXTIsckl0Qda9AyeaWtx78aLbbckWWj1XUGvdotJNQE9Z56VMN0bPkY8zzEfvnLAGi6CYi4HZCwReHFxA9+km6f1dRoKj3FLw7fiyCP0hKcmRD63BJmqhulRDFLakkei34CoeG/K6xZjLrMhZwufxOwCLUgJglk85d9bolERqdeqSc+0c/8hmJPesgTQnCpjCVjGKbBZGoS0QzkPdSSXZQ4G6G2iFRMjZHKKoo+ubjrZblseYBlHSFM1SKJA7EBADRSiEL1hHpZ/UlMHT8dl+Bi7+ReAIxUqyMSK7oEPK4QsWw7eHtf2nzl752FcEsuXvzbd3H9uh4M6Rhx3yMk1SQfeewj/Hrih/jc4qy2kWmwO/vJpZaPCoRaEKyiwniJQl0tEYUClXu0YB+onhC7yxBqp50SocTy4VChznZyzWV224hn73elfuVS2DMAlSwf1eyH6CnulFipuDOQ7e1QTqGGOdvHHH4v+H2mfHzINM120zRl0zS7TNO80zTNMdM032WaZm/258yBsv9LuLjh2xhjF07LZS1Ea8hD+vhltEonlX1d0FsJZBMBZoIiixzLvMH33vhebtlQ8DYOue7O/d5R52Veo4+GMj5JgBbFGo3vyarlmm4UWSUUWcQ1A6ETBAEJX66IzE5l8OYe3Lblo/IDJKjImLqPSCZGNFv0oUh5xWI2MgrQ4e8GU0RySawIWoSymmI40SWgyDL14gK2jW3LLT8+lQCMGffbhu1l7faczqHIoVxCxEBsAAEXplo36zF0y+sIDX2tKKbsrfh/IrU8OOv722gMeMHwMplt5pLIqCBN0OBpy0UO7joeI5bSypIx2b+PY8ldud+XBs8mPXSJI0Lc7u8gEe0kkolQ56lDr8HyoYheDMFSVPdGX8fTthGjxF8+E5oDIYzkfDTVIj2HI4d5fuxu3N7RWQvZfG6RxMAH+eIZXyxa/trQa5ho+I3qZgvqlTCJlPX+k8l4LsrSfo+kqmOaJofHE9PauPfXn0Tq+MXE0zoCAo9e9ijN5jk5Eiy6BCSXMKtCbTccimfi1EntZMbWUa9YxE/OKdTlm6x0hBWCwkKWytfkLDSNyavpNv6kquMHaAm60Vxj7Bo9igsXPYHl6Ok2Rwo1QEAKkzIsIndwyrKSzQvPfn8Ea7ArCAKaeByp8Sl2jx9iz+QeVF2vMeEj6+W27085hXqGtgi+hhLLR6r6hA8oULlrtHzYCnW6VKF26qEup1BXSajtzysyULzcVt39lYutgVksH5nqBiii7FChLhObB3OE+neIRx99NHj22WcvBrj33nvDt9xyS8Xp8NHRUfErX/lKbuR18OBB+YILLqis9jnAF7/4xZZoNOqY0954440dGzdurD5Yfwa8bYsS/zcxGkvT4HfPSEItlczkyGT5zk/D+oto8p5Z30uRXYzru7ljyx3ohvWANlwx/NLMcVKFmBdcgBbr5c6tP+TTT34629jF2Ufr01bT5ToXsHy3kFeo7en+5jJtx20EFYnEwU/y6eW3sXnU6uXT4J5dgSpEZ50ft7aYD/R9AEVoyL53dUTO55YIuRawY2wHWrZQ5RcHHyaw5HO45NlvnnU+mTXz6njmtVY+0f+ZHCkeiA3gdTXgluRZVeYGX5DJmFBU1BjVj+I2qz8PjX43csPz/GTH/QAcmBhEcGm0ejvxeyTOXtLMD57bz96RWFkyNuH9T44algKrGRrxbFGdk5SO5qCbIeMF9k7uLSDUDi0foh9TyKAbOsdTe3HXv+jINhLySkjBzbw2bBWh2bnD9e7mWRVJv0dCN8xcca2NF469gGBKhFhS1T64vSPs13/KaHKU0WRxIxK/RySe1hiLZ0hk9GkFt0vq+1En1qNqFhnsDHSCHiwa6N58/hLeO4Of3Xq/vELdqvSSHr4k13nwkhM6+MwFS6jzlScigiCwqq2H6PBpNPuyzzC1mTqpOiILVt6+f+E3uXvbf3BG5xnc0PstMHyz+thLUeepR8dS6/eMHcY0XSysm/nYSzEv2APAW0PbmUpP4TLCRR70qlFaRGcr1JUsH2CRxULLh56pXtmF6Sq3U8uHL0tW4wVlR7WmfEyLzatyH0LZz2uqpG4oNmwlgMxGzD0hyws+WcYmqaerG6BInuoIdd/5cNqnoK2ku+6cQl01NM25z/zqq6+euu22245Xen1sbEy88847c6Ocnp4e9bHHHttf4y4W4fbbb2+NxWJlb0wzHcu3v/3tY+9973t/JxfEHKEuwZvDb7Ip9jXqQjOHv3vdIsH2x7n76PRUCIAh6UFi8guzvp9XFkELo5s646lx4mocBA2/OHMnuUIsqltE8shHMQ0XByMHayoiaxTWUK9ZhFrCh55qIyDbsXf52LxKCHokQCSa0nj6yFPo6WaalZmbNpSiPewlfeRj/M0pf4OqW+e02g59PreIz+whpafYN2lF7w1Ej4FgsKi+dZa1LfLx/avX4pXCPPBMFxjWQ3YgNoDP1Txrl0SAzjovauh/+PE2K0c6momSZhy/UD1xqPe5kQLbeWbA8nGnMi7SwxewtN7yRX/rytW0hj1MJtTsOS+GVwzmlMB9k/v4l/0fRApuRXSgUDf6PWRCjwIQ9ljkrZri0KL9kKzzl9ASqEaxVaEaBBUZT/Pj/GbI2o/jcese3eKb/bP0yiIu9xAf+sWVvDb0Wm75C4Mv4DMW453N65mF5Jlg0v0Yx2LHiKcz6Il5tPrbs+8hkczouUY780sKbt2Sjss9xGh8iiPRI9yx5Q7i2ljR9fyJdyyq2P3TRqPSjDu2ge5gNyk1DUIm991e1VXHpzYsnnH9lZ1h9k4cZPuoNeMyJW0iJVb//GoLeTEyzeyfOoBpmqQ1yxPu1Lfc7GvCSFnHcChyBFMN0x4uH91YCQvq5gPw6tArAAh6uLaEDzWrUNvXgW39qGT5gHxjFhtaqnpl14a/sfaUj3D2XlpIZnXNuYfaE7LIq5auvpmKjUCLpYiXEur48HRrRTkIAjT1wsjO6a9paQeWj0JCXcHy4W+CC748XfXOtV//443O27Vrl3vBggXLL7vssp6+vr7+Cy64YKGt7HZ2dq686aab2teuXbvkrrvuqn/ooYdCq1evXtrf37/swgsvXGi3HX/ggQdCCxYsWL527dolDzzwQI6sfPe732289tpr5wEcOXJEOvfccxctWbKkf8mSJf1PPPGE/6//+q+7jhw54lm6dGn/Jz7xia5du3a5e3t7lwMkEgnhiiuu6Onr6+tftmxZ/yOPPBK0t3neeectOvPMM3vnz5+/4oYbbphGLL70pS+1DA8Py+94xzv67C6OPp9vzY033tixatWqpU8++WTgpptual+xYsWy3t7e5R/60IfmG9ni2ssvv7znRz/6Ub19/H/1V3/V0d/fv6yvr6//jTfecDANNUeop+HA1AGmhM3Uz0AebQTlBnTS+bi6LCKZCJoQweOaXWVWZBFTt0bNw4nhXNRX0F09obabrUympwi7w1YRmUNC7VdMxtNDaIbGIt+ZJA7cSFix9itn+ZghNi+oyEjBLdy58x95a+QNtGi/o3bVYBHSWFojmtayvltnhNqt9QDkvJ7DySFMLURruHK6SCHawgr/9icnciQywGefuBvTNBmIDqDQNGshHFjxYFJgJ48d/B+AHLEPi/Oqen+wWqSbWojxlFWMZ+g+MmMbWNLQC1hFWj+45iS8skhLGT99q7IAXTpCWlVz729kmhwp1E0BN0a6GUX0csViqxmN4xmPrOoXV+NkjAymIeXyyKtBSLG6X05lmxwNJYbAlGkPzB6B6HOLmIbCnsld7J2wroWRxAh7Jvbg0ZbNWlxqoy7bQCaaieITm0gc+hQnt5wOZBXqjMbDb1jT3wubitN3JrWj+Bd9izdGXmHX+C6+8/p3SJlTjpXdZl8DqaGLWNa4jBfGHiS49PMIQvlmUuWwsiuMu/0+/vGFrwEQ8f2UcV6pev3WkIKRbmYgfoB3/Oc7eH7Isi85SfkA2ND+HuIHP8VkAlaFLyA9fCEtIWeEtC0YxlBDbB6zBkl6rRnUpU1Zcgr1TJaPUg91xpnlA7Kk3C5KrBD3Vgm2f3mqwG5hqM46JUKeUKYieTJarRfcJVr7UWr5iJXpSFgJzUthpEyTvWo96aJc3NilkkJdCTmF+u3TLfFDj35oSem/O7bc0QwQV+Oucq/fu+PeRoCRxIhU+lo173nw4EHlhhtuGNm9e/f2YDBo/NM//VPOhqEoivHaa6/tuuSSS6K33XZb+3PPPbd7+/btO0488cTEP/zDP7QmEgnh05/+dM/Pf/7zva+88squ4eHhshfxDTfcMO/MM8+M7tq1a/u2bdu2n3jiialvfOMbR7u7u9M7d+7cfvvttxeNzL761a+2AOzevXv7fffdt//jH/94TyKREAC2b9/u27hx4/4dO3Zs+/nPf16/d+/eovf87Gc/O9zS0qI+++yzu+0ujslk0rVixYrk5s2bd55//vmxm2++eXjr1q079uzZsy2ZTLruv//+sgStqalJ2759+47rr79+5Ctf+crsCk4B5gh1Ceyp5fYqRtwNHssWUNg2HOCJg0+AoNEunTrrNjySiKHms6iHswpGyAmhVmSUznvYPvkqYU/YUqgdKoppz+vsVf6W4/HjaNk241Iuy3r2osSgIuFSBnlz4mnuPf/nqBPrHCdDFObVaoaBIFB1MZ/PLaGrDTx75bNctNCK1ppMjyDodVYKSJU4qaeB5ra9PDPxHYYTw9x5/p10uS6tygPeHvZiZJo4GrWmNG1i3+SunlDX+yxCHVHHME2TAxNHEaTJIj//svYQT9+0gb98V++09ReFViCIGV4/vot9U/sQcGFkmhxdD01BD0bGur+GPRaBdapQd3uXkzp+CR6XF83IgCnNaKEqhd8tgR4kZhPq+BBoYVrDs5MYn8dq9OMRFQ5GDlrbk/18/R1fR0qurppQN/gs8hFJR0hmLBJrX0tet4hhwt0vHOL6dQvoaSpWW9e09WGaLnZP7swNkk0t6HiQGfbKxNUEU6lYNgLRhSJXr0qu7AznsqgN0wBXGo+rugEmWDYvI9PMlDrMRHoCEes4nXqol3dYZPWVwwP49F606CpaZykuLUW9T8bINJHQolzQcwFauuG39FBXmfIBlrqciebJuJZyVpQIFinPKdRZIlitB1r2WutHChXqGlM+wCKUTosSAUJdFRTqKqNtm/sgdry4jTtkUz5qsXw4tM7UzYPrHoUFs0dn/v+Mtra2zHnnnRcHuOaaa8Y2bdqUUwSuvfbaCYBnnnnGv2/fPuWUU05ZunTp0v7777+/8fDhw+4333xT6erqSq9cuTLtcrm4+uqrp3dUAzZt2hS8+eabRwAkSaKxsVGfaZ82bdoUuPbaa8cA1qxZk+ro6Mhs2bJFAVi/fn2ksbFR9/l85uLFi1P79u2b9aIVRZEPf/jDOU/uL3/5y+CqVauW9vX19W/atCm4devWslOVV1111QTAKaeckjhy5IijUX8Nd6P/vzGcGMbU/LQGy7dmLkS7r51DGTgWP8bypuW55Y/sfwRBbaHJu2jWbXjdImrGGjVPpidp9y4kPXweHfN6qt5nK1/aelCHPeGsh9oZAQrkxKyRAAAgAElEQVTKAVAtNe7Nqcfwznsa2fVuIN9dr76CVxPslA+vlckrWKTQ7ZCEtYet63twMkVGNxyRD59bJJUxGJ2S+ecntvHZi/qJ6qO4cebjBugJLGEbsH1sO2fPOxuXNopXTsy6XmedRajHM2+R0lKc33M+X354lKYF1Q9y630yhhZCMzNE1Sg/P/wjfD0vE/a+t+jv2ioQy1VNK/nFcXjp2OscSuwnKLYRKcihrgZNAQ+mIZPSk2wdtYo8nc54dAV6UCfWIQo+DBMwqrNZ2HC5BCTCJHSrDuFzp36Rnz6+kdZFVRBqWQRctHm7c4TaJ/s4v+d8/jH9dFWzDQCN2SKqkeQkh0afw7fgDhL6ciCYI3JnLGrklndPL3JsD4Ug08rh2E4mUtbg3NC8jgcmdT6ZQN+X+OfX95Ix0lYEooPvRXtYQaGJCXVHrvumR6yeUCuyiGK2Y5vawlIXoDu2fPS3h5D8e/nsG3/DKv+VuOWl1M1SXFqKOp+b5NHr+NuL13DtGQt45yvP4GusxfJRkptsE+rZLB9gEeJQRz42zwl8jXmV2ykRBMv2YZNZ06w9hxosQu20KBEg3AlHXi5eFhuBRVUq1E1ZAXVkN3SfnF+upfIFgzNBlEssH5n88mrg9sGCM6v72z8QfnLxT3ZVes0v+42ZXm/2NWszvV4JpXUoRZGfwaABVu78+vXrI4888siBwr/dtGmT13GyThUoZ5214Xa7cy+KomiqqjrrDrjdbkOSrPtDIpEQ/vqv/3r+Sy+9tH3x4sXq//k//6cjlUqVvYkpimICSJJkaprm6EDnFOoSHIsdx9BCM6qxNrpCXZimwPax7bllcTXOgclDpCZOYFGZJiyl6KhTGByT+PUHXuZ9ve8jJLeQGXsnbVmvZjUIeSWMjPUw6K3vzXqonX20Ibd1o41mokypQ4jKYE5RfOfSFq5ft2BGkh5wS2BYD4fnB54BcLwPdoOJY1NJNN3MdYKrBnaM2d89/jA/OfgPbDpwhLB2Bo2sdbQPACtb+jFNgUf2Pco92+8hqkZmbXcNlponqM2AyaHIIYLuIIlIDyFv9Q9NSXThFeoR8TCRmmA0NYihNlRNPvqbFxI/8Gcs9b+TfVP7CEudSC7BUbRYU8CDHrfUb1Gw3ld0qKzKko7Lc5yR+BSrvNdhHr7F0fpg5Xob6Ki6ykTcwNSDtMxQGGvDly1Ua1a6OBQ5REbPcM/2e9g3cYjjU6kZi2sL0eK3CPVofIqx1DCicpyQYl2jpyxo4ILlbXzvqhPLElxBEPAaCxlV9zKWGiMgB1B1sSaF2jQ8TKYiZIw0pik7GtxYBZFdmGi5XG6P6Gxw0ywvw4dVyOjHqgdwSqi9bpGFQWvgsTn+n9Q17Xccdxf2ymB4GE+kMU2TkWiaBoekHMg3IrG90z1nwYorIOvRLotcUaAde1dlI5JCFKrcTi0fkCXUWbuFkRX7HHuos5aHVFahFkTLyuFkHyLH8s1dtDSkp6rzUAM0Zwn1aAkHrHaAEu62FG47y9qp5WMOAAwODrp/9atf+QHuu+++hjPOOGOaqXzDhg3xV199NbB161YPQDQadW3evNmzevXq1NGjR93btm3zANx///1lR6Lr1q2L2lYSTdMYHx93hcNhPR6Pl715rF+/PvbjH/+4AWDz5s2ewcFB96pVq1LVHpPf79dtj3cpEomEC6CtrU2bmppyPfLIIzP4u2rHHKEugeIKYaQ6ZvQL2+gON5AZOZ81jafnlvllP+cG/xlj8iyuOHH2orx1i5pQdXj9sFVkeiQyiCBNztqVrxABj5TLm333gnfX5KEOZf3SkUzEKiIz88rPWX3NfPbi/hnXd7kEFNG6Iaaz6ovs1C8a9CC5BMvy4bCZiM8tMjiV5NX9KaTgdr77xrdxTZ1Dj3edo30AWNrSiJFu4YnDj/O1V75GUk3hreLzEF0C9XIXEn6ePPwk33rtOyT1OIFqOokUoFE4mTOk25kfms+kOoSZqSdYoctlKVrDCkaqm7G4znX917HA807HsxXNAQ96YjF/sWAj8wLWLIuTwQ1AwhzEv/DbvHjsRTTDeWMYgDrzRFaZX0F0iXzrja8h+vaX9Y2XwrZlLAisYmXTSjbu3cjXXvkaLx7ZRUY3KjZCKUWjz0905xc5v/NDTGWsB3iz31p3WXuIf7tmbcUoS4AmuReNBG8Ov0mD0oCqG7O2TS+FTSKn0jEyRhIcEmqAFVkS86tDTwHgdaBQA3QEW3GprXQFujAMtxX5V8PnuaqzDXRr4N7oqZKAFcAtuQj4J7lz4P2ceu+pRNMa8xqdFTYCBZ39sgOL5j644s6ZLRylnQ6rzU2utA09AwjOyGyoM69QGw5j92wUWj6q7U5Yug+Gmk8biWcbL80WmWejbr5FfkdKCLVeZWzegneAacCB57Pr1aD0z4GFCxem7rrrrsa+vr7+iYkJ6aabbhop/ZuOjg7t9ttvP/jBD35wYV9fX//atWuXbtmyRfH5fOY///M/H7r44osXr127dkl3d3fZPNTvf//7h5999tlgX19f/4oVK/pff/11b1tbm7527dpYb2/v8k984hNFBOkzn/nMsK7rQl9fX/+VV1656Pbbbz/o9Xory9YluO6660YvvPDCXrsosRBNTU361VdfPdLf37/8wgsvXHzCCSfEq92uE8xZPkpw1cLPsPGJF6pSqFtDCpmxDbR4LOVF1VUmUlEeen2Qc5Z2V/XwP2VBA27JxV2b/51NEyq/PPA4vvng95xT9T5LogsPloftaPQommE6SnUAaFAsojCejKAaKpjOlZ+AdjJLPPPY0H4xX+PXjkmY6BJoDSkcnUji90iOpsd9bpGJhAq0E4i9g53CE0h6O2v85zk8Cqs9t5HqQlSGkFwSmhqgzl/dg68rsAgx9S2Ox3/J4wcfB/NvCSrOvmYNfoXJhMq9O+4lro8im2uqJsVNAQ8uzzCPHPk3bl/9N2zbNYAsHnH0/iGvhFt0MRZXc8WhTgmUXdA6mYqxI/FzhPoRwNln0ejpIpUyGUuO8auBB3F53kNrFYVsdqHamrp3c8GKZi762UWsalqFK7kE2MqqKgl12OcG000kpXEg/jp6souAu3oCsji4luEjEj/84IcxTIMLv/m6Y4U65JUxdYVIJsYq/5+wfSDteID0rgWn8uBbV7F23RV8e2+IBetXzb5SAVqCCjsGF3DFqes5fti53cPGys4wD/3P9fjbHqc7MO2ZVxWCXhcxIKlbPujSuMKqkCPUDshkafvxWshoocqtq85JYLjLUrhTU0D2Gqgl5QOs2Dg9U9s+gKWUB9usyDyovihRlKBx8XRCnY7lBzgzoeskyxqy/xnov9S55WMOALhcLu67775p+YUDAwNbCn+/9NJLo5deeumO0r+74oorIldcccW20uV/8Rd/MQaMAXR3d2tPPvnkvtK/KbWQ7NmzZxuAz+czH3zwwYMzbRPg6aef3lvumG699dbhW2+9NZcrmUgk3ih8/bvf/e6x7373u8dK1yt8z8LjP+ussxIvv/yyIzvNnEJdgtGYVagxU0ScDfvh/ubxnTy892G+9+b3eN/DlzOenOSqU6srRFNkkZPm17Nz8i3u33U/qqGSPHJd1YVTNgIuy6eb1tM1NeJo9jeSGrqI+YElZMw4Qg1jraDixqMuxY7/dUoeAJa1B9l2LIKqOfVQW/t72sIGLlt4PQBa83/g8hydabWyWNQSID1yLu2e5XT4O0irZlVFiQAdYR8DUzGeOvIUp7SeCaZUA6F2Mx7PoIgKYWExfmP21uk2ZNFFXSDFtvijbNy7EVXXHBeoCoJAY8DNaCyNlp3adXo91SmW3SmSjjGibcX0zp7JXoqQIjOZjHHBg1aLdUMNV1XIZhPqREbj4X0PMxgf5IYTbmDLsQhBRZoWcVcJYa+Mu/EZfrzne4xp+6gzT3JUWLmwvoPx0cV4xSD1Sj2qbiBLNdgcgISawOdqQx++zLFV4pQFDeixVWzaO4WpNhFwO+th0BLyMDl0Eh9Zfj1pzaidUHeFMdJtRA9dS0e4+pz9QjR6iq1wNRFq20NdZXwiML11eC2EupCU19LlMGznQA/UZhmB4pQPLf1bEOrsID2nUDuYcWjqK7Z8JCetYsvmKgZZogw962H/09bvc5aPObyNMEeos0hqSY7Hj/P1rR9H9O+qyvJht0B+4sjP+ftNf8+Ptv4IV3IZ8+qaWL+4yikwYH1vE5FoGI/o4RNL/hEj01p14ZSNsNzGacIPOKPjjJo81A3eAOr4mTS656HQjJha5mh9sKLzYmkt11DDqeUDYEVnmH0jMaaSqiMiaJOoq06dz9m93SQOfhwtvpBF9bMXhpYi4JFo87cRzyTpDHSSVPWqBzgddV7Gg//CVHqKE5usSvJq7Ro2GnwWob6873L6jFtolKanecyEVo+VTfz1V79OWs84vhaAAkJdnPhSLRq8tic/hm5mEHCuIIW8MvGUSMawHpqSUVeVl9weXE2lEnzhhS8AsL5zPVsHpljZGa6akIa9MlJwG5vHn8cVP4kT6t/haP876hQEzwDnPPBOnj3yLBmHg0R7H/TEAto9y62BssPPAaxivpWdYZ7aaYk3Tglxa9CDZpiMJzKkVcNxwoeN/vZQTl13Gplno97npSH9Pi5t+RJQq0Jtp3w42AdvPSD8lgp1oeWjhi6HdqfCqaMFOda/heVDV2uzfEA+Oi+nUFeZ8gFWdN7EoXwe+OBb1s/21dWtv/BsGN9vbWPO8uEYS5Ysydiq8Bx+t5gj1FhWjRueuIG/ff5vGckcRBAsUjMb2sIKrSEPO/csRTM16uROjuw9l4+s63GkZJ25uJn0yLn8ee8dtGftI07zVUNeiVhKQLcJkGMPtYwgj3Jg8ih98tX4opc5Wh+s6LxoSuPohJUm0DiDv7QSVnWFMU146+iko+zktT31nL6wkfOXt3JSTz2Supjk4Y/THqpNCVvcEiBi7iejGxybTNFZX52a1VGnYBrWZ7fQbxVEOlaoA24mEhlM02QqqRZF5lWDtmD+mE3DuecWLOvIaCyNqtsKtVPLhxfTFJlMT5E2p3DVMOMRUmQiKY2N79lIm+sMGt3zqyLDIUUipEhsOZrkppNu4oFLHkDVTXYORllZpd0DLCJq6l4Ew8/U4Ss4pdvZ4Kw97EUKbmYiPcZLx18ioxuOc6jDXpn08MWs8L7fUrhrGBwBrF/cxM7jVp2G031ozVrXhiNp0pruOIPahiKL9GYLtVscRubZqPO5cUXeiRZfQHPQ41h4AApyqB0o1C4x2368sCjRacpHgUKtZ5yryzkye7TAQ+1wG6JsHbcdm+eUiHrrrdxu28tte6mdKNTNfYAJY9mZ+2PZmfmONdWtv3CD9XP/M3MK9RzeVpgj1IDoEulvWM2rQ68CEJQaqvKMuiUX/3r1iQyPNdCU+AjHdl3F+f3dXHd6j6P37+8IUef1s+WwQCJjVW87JtSKTCSl5hRFpx7qoCLhm38H3978WVRNr0ldDngsQv38nlHqfDLL2kOOt2EXjA1F0o7UvLOXtPCTj5+GRxJRZJGTe6wizWq88OWwuCWAPngdi4Tr0A2TK9ZW1/WxI+wlOXAV3zj9P8mo1mfomFD73Ki6SSSlMZVUHceLtYYU5JFP8M0N36wpkxyyhDqaqXmA5ndLpI5dwbbJTSQ5jjfjPG0lqEjE0hrzgwtoSX+EtlB1BWiS6OKyE7t4bOsgF8//IEsalrB7KOqoINE6BhHBpTGh7wdMVs3S1bAUHXVezIxFokYSIzUVJbolFz63SCRlNTty+r22sb43P2PmdB9sNXkomiKtOT+GQtgDmmq88OVQ75OZSGQ4NB6vTZ2Ggk6JtTRmKVCoHZPROkCwbCNGDR7qYJuVylGkUNfgHVZCecuHU4VaEIrj+2IjlqfZ7eCzyEXnZW0fg29a+dAzxRYWonkJBNst28ccoZ7D2whzhBr44XMH+OHDS/iHM75CAyfT7Omuet218xv44ntWcODQEhaE5/GND6x2pE6DVYy3blETT+0c5uiEdbN3qryEvBahrpUABRUZQYpwOL6bQ+ozNfmfg4pMNKXym72jnLGo0XHxFFjKVVtWEauFCNo4M0sgan1wL24JkJhcxk9fTHBmbxPzq0wTaK9TwFDQ0/VE09ZDz7HlI6vsT8QzNSnULSGFibEFnN31LlKqXhMBagp4GIunOTiWzS52qEp63SJaZA0bmj5KD9cQ0pynrdjHPRrLMBRJO1I1rz51Hqpu8sBr1oN/y4DVSMIJKRYEAdFtdUEV5Qj97U4JtYIWt3yhFy28BMOsra4g7JWZSqo1WblsrJ1fn0sOcqpQ2+d9OGIR6loVaoBV3VYUYXsVDXrKoS57Lg6OJmon1GN7QXDVpjDHC1I+nK5vq9zxERg/6JzM2p0KfxsPNYBSB8M7skklNRDRwrSR+Ej1CR82Ghdb5//4Zuv3Y29Ub/cAi9Qv3AB7n4LJbF3dHKGew9sAc4QaSzXRDJOgdhKN8Y/SHHQWxfShU+Zx+zVr+fGfnkrAU1twyic3LCKe1vje01bxlpPufmBNc0eS+ZbdTh+8AUXKtTQeGFjI0jZnhUv2PozGMgxOpVi/2IGnrgS2ilhLNJeNa06fz/euWlM1ES7F4uZsUV1K40OnVN/psCPbnGZgMkk0ZT30nF4TDQHr4TCWJdQhp4Q66ME0LSL6+uGJmmYKmgKWSn7LQ1tY2hbMKf7Vwp5haXevpUHf4LihCeRV1YffHGA4knI0OOptDXJyTz0/efkwhmGyZWCKkCI5JmF1kY+RGnwvixu6HA9yfW6JkNzEe8L3cVqbNaD4rQi1btR0HsHqbHjKAsvD65hQZ8/7cCRNRqvdQw3w/rVdfO+qNSxqrqKJRxnU+dyYJhyPpGoj1FsfhDfugZOudxZZB3nLh65Z0W1OCTVYKvfm/4JDv4aT/9T5+qFOy79cq4ca4NRPwNGXYd/Tzkk9ZLOosx7q+LAzuwdYMwOL3gmbf2qp9RMHq7d72Fj3l9ag4jffsX6fS/mYw9sAc4QaODGr3jy/Z5TRWKYmm8D5y9tyXsNasKIzzJcvW4maJcROUz5CXksdVu1UhhosH6nj72GxfDkjU3JO4XW6DRu1rG/DnhZ2GrtXCJ9b4uJVzrsk2lic9Xo2BTyc2199p8M6n4xXFhmcSuUIdS2WD4Afv3iIjGY4Vqjt63DTvlGGIumi6f5qYTc/EV0CP7jmpKpTTmzY128io1s51DV8ln2tQU6aX89/vHCISEqrKoayEFedOo+DYwn+4RfbeX7PCCu7qi9ItNHgXoA6eZojq0ghOuq8uc6f4LyFO1jf7Z3Ho2w7Fqlp1sfGmdlCaaczFh5JpM4n8/SuYQ6MxmtO+QDLR33xqg7Hn4ONen/+u+CYUB/fAhv/DOadDud/2fmb+7Otw3OxezWoor4mUOOw8gNw2qecrx/ushI2avVQgzWYWPMnYOq1KbvhLogNWZaR2Ej1kXmFWPthiB6D5/7J+r3DgUIN0LIM3vuv1jHAnEL9v4hHH300ePbZZy8GuPfee8O33HJLW6W/HR0dFb/yla/k1LaDBw/KF1xwwcLfxX588YtfbIlGozXdnO6555661157rXYCl8UcoYac5/Y3e0cZjaVr9t3+trjsxC4+uWERfa0B563DFQnDhLeOWFPUMzWcKIeAW0KdOJ2De88AYH2vc4XZVmLnNfjornU6lvy0fC1q3u8KjQEPKzvD/OmZCxzthyAItNcp7Doe5YHXjlqtnx2S0fmNPkKKxM/eGMAl4Hi2wFZyH3zdmpZ1kjhjY2lbiAa/m+9dtYZ5VcbMFcLlEvDKIom0hqqbNc82XHXqPAYmLRuU0wHrhSva6ar38qPfHOTIeJINfc4f/PZgxql/2kZHWOHYVIo9Q1ZBYC33luUdIQ6PJ9g+GMkN9GrBuf2tNAU8LGx2PmuzpruO1w9PMjCZzBUW/m+grqBY3PF1+ca9VlHd+++ukQw3QmIchrIBCU6VWYDOE6HrFLjkO5Z1wSnCnVanwlfusH63CxWdQBDgom9Cz5lW4oZTNGXj7Y68lFWoa5iN7LsAAm3w8g+s351YPmwsfy9suAUaFs4R6t8DNE1zvM7VV189ddtttx2v9PrY2Jh455135r44PT096mOPPba/xl0swu23394ai8VqetBs3LixbvPmzc5ayJbBXGOXLM7sbeK2/94J1F7I9rvA/71gKZ85f4nj9UJZn+7tz+4nqEi8a2n1qipYBCjgkZhIqCxo8ufagDuB7RWuRREtRN7yUbsa97vAI3++vqb1Ouu8PL9nFMkl8JOPn+Z4/Tqfmzc+fx66YSIIzgcWeYV6jPmNtQ1ulrQFee2z59SsJAL4PSIJVUfTjdrSGIB3r2znC49sZyqpVtV2vBCKLPLczWfnCnWdWh0gT6h/G4X61UMT3PvSYf5fe+ceZ1VZ7//3Z2ZguA/3mwiI3JQAFbIEDC94wYZuSmgGopWmZZ1MrY6mpubxUv0S7Qjm8aR5jFJ6lamJWqanOIjcxQsYgoCSgCggKjLM9/fHswb2DHNZe681s4ft9/16rdesvdb+fvd37c+zn3nWs57n+7QrLcnqaUcVV5Ufzg8mhjSWuQ75AOjftS0Lr4y/YFQmd0//+N6nZ0liSErHjKc1/bIt16f+B4y5GNpnrwEQepdtTxhm0LIdHFaevY9TfgxmuTWmIaTO2/MhLL4Xjv1u9j27VZSUwjl/yi2OIROhVRk891/hBiOXHuriFnDU1NBD3bFf/AmJNTnuezD+8ty/z48gK1eubHnqqacOOvLII3euWLGizYABAz544IEH1rZv377yoIMOGn7WWWdteeqppzpccMEFm7p27brn2muv7f3hhx+qX79+u2bPnr22rKys8sEHH+xw2WWXHdy5c+eK4cOHv1fle8aMGV0WLlzY9t577123fv36kvPOO6/funXrSgFuv/3212699dYe69evLx06dOjh48eP337JJZdsKi8vH/TKK6+88N5772natGn9li9f3qa4uJibb755/aRJk3bMmDGjy8MPP9zx/fffL1q3bl3pxIkT35k5c2a1BSauv/767ps2bWoxfvz4wZ06dap49tlnV/3+97/vUFvsF1100UFz587tWFxcbMcdd9z2yZMnv/3kk092nD9/fvubbrqp15w5c1YPGzZsVy7fbV4a1JJOBW4FioG7zOzGfMSRSRjzGxrUXdrl9243l0ZM1TjbBWu3Mn1M/5waMFVZFXLp0cyMIVf7Krq1L6VXWatE2QTySdU46ms+MyzrscdVFBcp58f7Xdq2RAr/t5NokaQxDWHYzYMLN7DHLOchQK1aFHP6UX24+x9rchpSVVQkWiYYJtGxdQuKFHIo50Kvjq3Y9v5uHl6+kcmj+tA2hzkWkmiZ5YIwadMcYgDoFPVQl5YU7R2WFBtp3+IouVA1+W7lI2HIQmn280z2xpErVQurDDoZjr8idz9J4mjRGkaeBc/OAiy3HmqAo6bBMz/J/aagigO8Mb1m8hf360Frf9KErV3PP39z5c6dRa9NP3e/hQjKPjNpS+epU9+q2Ly5ZP1F36iWz/OQB37X4Op+a9eubTVr1qy1J5988s7Jkyf3v+WWW7pde+21bwK0atWqctGiRSs3btxYMmnSpEOfeeaZVR06dKi84oorel533XU9rr322n9985vf7P/EE0+sHDZs2K7y8vJah2x8/etf73vsscfuuOqqq1ZXVFSwbdu24p/+9KcbysvLW7/88ssvQmjcV73/pptu6g6watWqF5csWdLqtNNOG7R69eoVAC+++GKbZcuWvdi6devKgQMHfuzSSy99c+DAgburbK+88spNd9xxR4+nn356Va9evSo2btxYcsMNN/SqGftll1226dFHH+306quvrigqKmLLli3FXbt23TNhwoR3ysvLt5177rlvN/Td1UeTN6glFQO/AE4CNgDPSXrIzF5s6lgyGdqzPV3atuStnR/SLY891LnSISOTRDaT6DJp36qEjdtgbI6NsHEDu/L9iUM58bAceixqcMPnh2c99ri5cM6Y/ow4uIwv5ahDUkqKi+jarpTNO3YlvrlJwmWnDGHBmq0ATBxe57C6BvnG8YfSo0NpXoYaTDumH6P6dcq5h73q5urDisrYq6c6dVPVoO7buU3iG76syexFHXVu0352FYd8Ck64Ej7+tewnVabJqOnw7Mywn2uDumNf+Nwd0GNYamE58ejZs+eHJ5988k6AqVOnvjVjxozuwJsA06ZNexvgb3/7W9vVq1e3Ovroo4cC7N69W6NGjXp36dKlrfr06bNr+PDhuwDOPvvst+666679CsG8efPaP/jgg2sASkpK6NKly54tW7bUWWjnzZvX7uKLL94EcOSRR37Qu3fvD59//vlWAOPGjdvepUuXPQADBw78YPXq1aWZDeqa1BV7586d95SWllaeeeaZ/T796U9vmzJlyrYcvr46yUeL5Wjgn2b2KoCk2cBngbw2qIuKxNiBXXlo2Rt5HfKRKx1aBylH9evEkBwydEAYA10kOObQLjnZt25ZzNfHZ78yYW0cPzR5ozxfHN67A4f3zq1HMy16dCjlrXd3MebQ/DWoJ43szaSRuU8MraJLu1IuSKlcZcugHu0Z1CPHnkjCkA+AkQd3ZFjv3IaNOPto3yrUUTmnzEtC1cIsvY5I3quaKy3bwqcuy89nZ9L9MDj4k7B+fm5DPqo44qz0YjpAqa9Huaht28r6zpd061YRp0e6JjVvRjNft2/fvhLAzBg3btz2P/3pT2sy3ztv3rzWjXEza2Z1nmvZsuXek8XFxbZ79+56A6grdoClS5e+9NBDD3WYPXt2pzvuuKP7/PnzVyUKPIN8PFM/CFif8XpDdKwaks6XtFDSws2bNzdJYBM/1pNWLYroE3NVvOZEr7LWtCwu4ryxh+Tso3/Xtowd2DXrrKwcz9EAAB2nSURBVBJO82NIjw4cc2gXyrJcFMZJlwHd2tKypIjzxvbPdygFQVGRGNCtHSOjfNZNSse+IVVeLtk5CpFPXhgWlumcSpIGpwnZuHFjyyeffLItwP333995zJgx79Z8z3HHHbdz4cKF7VasWFEKsGPHjqLly5eXHnHEER9s2LCh5QsvvFAKMHv27FrHNY4dO3bHLbfc0g3CBMetW7cWlZWV7dm5c2et7c5x48a9e99993UGWL58eenGjRtbjhgx4oO419S2bds927ZtK6ov9m3bthVt3bq1eMqUKdtmzpy5/qWXXmoD0K5duz3bt29P3B7ORw91bXcW+92amNmdwJ0Ao0ePrvvWJUUmDu/F+CHdss4B3Rzo1r6UpVeflCj2m08fwZ567hKdA4ebTh/uWjYDurYrZelVyX6XTnUe+da4nBe4SUSbznD5q6GX2AlZNgZOgNL8ZX1xcmPAgAEf3H333V0uuuiifocccsiuSy+9dL9ey969e1fMmjVr7Zlnnjngww8/FMDVV1/9+ogRI3bddtttr5WXlw/s3LlzxSc+8Yl3X3rppf16Ie+4445106dP7zd48OCuRUVF3H777a9NmDBh56hRo94dNGjQsBNOOGHbJZdcsqnq/ZdffvmmqVOn9hs8ePDhxcXFzJo1a23r1q1j/xM755xztkycOHFQ9+7ddz/77LOraou9rKyssry8fOCuXbsEcP31168HOPvss7deeOGF/WfOnNnjwQcfzHlSourrZm8MJB0DXGNmp0SvfwBgZnUmBh09erQtXLiwiSJ0HMdxHMfJHUmLzGx0zePLli1bO3LkyC35iAnCRMCqzBr5iuFAZtmyZV1HjhzZv7Zz+Rjy8RwwSNIhkloCZwIP5SEOx3Ecx3Ecx0lMkz+HNLMKSd8E5hLS5t1tZn6n5DiO4ziO04gMGTLkQ++dbhzyMrDPzB4FHs3HZzuO4ziO4zhOmhyYK2c4juM4juMceFRWVlYe2KvRfESJdKus67w3qB3HcRzHcZqGFZs3by7zRvWBRWVlpTZv3lwGrKjrPU2e5SMXJG0GXmvkj+kKJJ15m9RHIcRQCNfgMaRj7zE0nxgK4Ro8hnTsPYamoZ+Z7beC4KJFi7qXlJTcBXwM79Q8kKgEVlRUVHx11KhRm2p7wwHRoG4KJC2sLcVNU/oohBgK4Ro8hnTsPYbmE0MhXIPHkI69x+A4jYPfHTmO4ziO4zhOArxB7TiO4ziO4zgJ8Ab1Pu5sBj4KIYZCuAaPIR17j6H5xFAI1+AxpGPvMThOI+BjqB3HcRzHcRwnAd5D7TiO4ziO4zgJ8Aa14ziO4ziO4yTAG9QNIOmqLN7bQdKhtRwfEdO+p6Se0X43SV+QNCx+tLX6vCGhfecEtgMlnS7p8CxsPiOpVYLP7CzpKklfVeAKSQ9LukVSpyz8tJN0hqTvSLpY0qmSYv9eJJVJmiLpksjHFEkdc7uq/XyflIafHD4357KQ4SN2eZTUtcbrL0uaIel8SbEWRZDUt6o8ReXhXEm3SbpQUkkM+0TlMcPPpyQNifbHSbpU0qez9NFN0pGShktql0MMPSQdFfnoka19PX5jlUdJp0j6iqT+NY6fl8VnpVpHplA/HhLFMDRH+6zqyBTrkETlUdLxkm6X9EdJcyTdKGlgljE0Sh2Zr/rRcXwMdQNIWmdmfWO874vAz4FNQAtgupk9F51bbGZHNWB/AfB9QMBNwHTgBWAscLOZ/VeMGGbUPARMBe4FMLNvNWB/pZldH+0fDvwhuhYBU8zs2QbsnwImm9kWSVOBHwLPAJ8A7jSz22Jcw/vATuDPwG+AuWa2pyG7DPtHgeeBDsBh0f7vgJOAkWb22Rg+vghcBiwDjgfmEW4+hwNnm9nzDdhPA64GHgdejw73iWL4kZndG/d66vDfYJmUNBz4JXAQ4bv8npm9HZ1bYGZHN2A/FriLkMz+POB64FBCefiimf1fjDiTlse9vxtJVwLHAvcD5cAGM/tOjBhWAEeb2XuSboqu4Q/ACVEM9TbmkpbHyMfPgaOBEmAucGLkbzywxMwua8D+cGAG0B/oCywBugNPA982s20N2B8BzATKqF4e3wEuMrPF2VxPLf7jlMcbgHHAYmAS8POq+iBO/Ri9L1EdmbQ8Rj7+YGafi/Y/S6jz/waMAf7DzH7VgH2iOlJSRfR5vwHmmNk7DcVci4+k5fFGoAfwF+BzwBpgFXARcIOZPRAjhkarI+P+z3ac1DGzj/wGbK9j2wFUxPSxFOgV7R8NvAx8IXq9JIb980AboAvwLtAzOt4JWBozhg3AfcA04Jxo21y1H8N+ccb+I8DEjOuZF8N+Rcb+c0CXaL8NsDzmNSyJrvlrhAr7TUJjYHxcHaK/Al6v7VwMH8uBNtF+V0IjCmBEzO9hJdCxluOdgFUxY3ioju1PwM4Y9n8HTgU6ApcSGh6HZlEeFxBuII4hrEY2Ljp+FPCPJiqPSzL2FwNto/0WwPMxY3gxY38RUJTxelljl8fIxwtReWwDvJ1Rtlpk/mbqsZ8PDIn2jwbuifa/BjwY5zcBfKKW45+M8x2kVB6fB0qi/Y7Ao8D/i1seM3zkXEcmLY+1lMl5wCHRfteY5SlRHRl9B+XA/wBvAX8EzgRaN2F5fD5jv4SoPoh0aNA+em+iOjJpefTNt8bYGnzk+RHhHeDjZvZmzROS1sf0UWxmGwHMbIGk44GHJfUB4jwG2G1m7wHvSVptZv+KfL0tKe5jhMOA6wgNqcvM7HVJV5vZPTHtM+ltZn+OYlggqXWca5B0kJm9TviHtzM6vgsojvm5ZqEn9ZfAL6PHu18EbpTUx8wObsC+SGFoR3ugnaT+ZrZWUhegZcwYBLwf7e8k9AZiZssldYhpX5tmldG5OBwLfJnwPdb0XW/vckQ7M3ss2v+JpEXAY1GvWJzy1MKinnhJm83s7wBmtjhmWYDk5bG1pCMJTweKzWxnFMNuSXF7iddLOsHM/gqsBQ4GXovKQxySlscqHyapsup19LeSeMPuWpvZysjRAkkzo/1fSmqwl55wI7Lf0yUzmy+pbQx7SF4eS8ysIvrcdyRNAu6U9ADxf5dJ68g06sfMzykxszVRDFsy9K33GhLWkbvN7GHC/5bWhN7+M4FfSJprZl+Kcw0Jy2OlpM5mthXoXRV3pEPc+i1pHZm0PDpO6niDOnAv0I/Q+1ST+2P62CHpUDNbDWBmGyUdR3i8HGeMX6WkFma2G9g7lk1h/GassbtmtgP4N0mjgPskPRLXNmKApIcIlVIfSW2if2AQei8a4jvA45LmEHpB/irpMULl998xY6hWmUb/NGcAMyT1i2H/H4SnAxCGKtwV/bM9HPhRzBgeJTQ+nwYmAg/A3jHEcSr7HwOLJT0OVN2Q9SU8zrwuZgzzgffM7OmaJyStjGEvSWUWDQcws6cknQ7MAeKMhc4sNz+ocS5WAyiF8rgR+Fm0v1VSr+h31QWoiOnjq8C9kq4BtgFLJVX1Ol8Swz5peQR4RNL/Aq0Iw2h+J2k+4RH7MzHsV0v6IaGH/AuEHmcktSBeHf7n6Lu/l33l8WBCT+1jdVpVJ2l5XC1pfJW9hWEzX5F0PXB6zBgS1ZEplEeAkZK2E8pFqaSeZvYvSS2J1yBOWkfuLY9m9j5hONvvJJURhl/EIWl5vAFYEuk+FLgQwph2wjC5OCStI5OWR8dJHR9DnRKSRhJ+4K/UOF415vR/GrDvC2yM/llkHj8IOMzMnswyHhHGtB1jZl+OaTO+xqFFZvauwgSmM8zsFzF8lAFfAgYT/tlvAP5oZi/Xa7jP/jgz+1uc99bjo5hQtisUJp4dQRj+sTELH6cRGuHLzOyJ6FgRoed2Vwz7TsAphDHMInwPc6PezkZH0peAV81sfo3jfYEfmtnXGrD/DPBkxg1V1fFDgdPN7OYs48m6PNbjqxgorRlbAzaHUb1MPmdmDfYoplEeIz/HEHoG50ff4eeBdYQhG/XGoTBR69+JyiNwo5ntiH5rh9XUuA4fE4HPUr08PmRmjya5rrhUPdWIGoE1z1X12DbkI7U6Ms3yGPnrGMUQZ25BznWkpEvN7CcpxJtzeYzsOwMDgH9aDuO4Ix95rSMdJ228QR0RVbBHE37cBrwBLLAcvqCosrFcK4ak9mn5yDe5XkNz0tJpHCQNjXuT5jQfMnqYM491NbMt+YrJyQ3X0nGq42nzAEknA68A1wCnER4n/gh4JToXx0dfSbMlbQaeBZ6TtCk61r+x7VOKoUTSBZL+LGm5pGXR/tejnvZGtU/pGtLUclMuMTTgu94MIU3hQ1KiJXuT2kc+kn4Pj+c7hgNFS0nF0e/yOkljapy7MubnHByV//+V9O+Zv2dJf4hhf7ykDcAbkh6v8TuKpWUKMSSyTymGRFrUsB+brX1K15CGlkOj/w2PSDpU0q8kvSNpgcLTpEa1d5zGwMdQB24FJpjZ2syDkg4hjKeN8wP9LSGF0tnR+MCqR9OTgdmEGfWNaZ+Gj18TJmj+iPD4DUIqo3MIs+OnNLJ9GteQdy0lfaGuU0DPGJ+f2Ifqzhktwo1Go9pHPpJeQ800Z5n2sfLVphDDAa8lMIuQ0WEBcJukp82savz4FwgpERvibsL4+/nAV4CnJU0ys7cI808a4mbgFDN7QdIZwBOSpkbDVeJOZEsaQ1L7NHwk1SLTfsYBrOWdwC1AO+CvwPeAcwkZTG4npPJrTHvHSR0f8gFIeoUw/q2ixvGWhLRbDSasl/SKmQ3K9lxa9inFsNLMhtRxbpWZDW5M+4bijPs9kn8tdxPSWtX24zrDzNrHiCGRD4UsGK9R/R+cRa8PMrN6JxYmtU/pGnYA3yVkQKjJT82say3H046hELRcbmYjov0S4D8Jad7OAuab2ZExrmGpmR2R8frLhMmqnwEesIbz7C8zs5EZr4cBvyfklf5hQ/YpxZDIPqUYEmlRQFouqYpV0j8z62XFW7chkb3jNAbeQx24m/BYfzbVZxxPARpcUCVikaT/BO6h+kz6cwi5bBvbPg0fb0uaTFgwoBJAYSLeZEK+0sa2T+MamoOWy4GfmNmKmickTYgZQ1IfrwInmtm6WuzjpIJMag/Jr+E5Ql7bebXYX9NEMRSClnsb3NGN5vkKK8D+ldDDF4cWklqZ2QeRn/sk/YuwMEic1Hu7FWXEiOxfkHQi8DBhsZ2miCGpfRo+kmpRKFpmZkT5WY1zcbIIJbV3nPSxZpAMuzlshKEA3wduIzwy+j5weBb2LQnpgx4jJN9fEe1fRMhI0Kj2KcXQnzDcYTNh5atV0f5vISxg0Jj2KX4P+dbyWKBvHedGx4whkQ/gG4SVIWs7d3Fj26d0DZ2JFp3IdUshhkLQ8j7g1FqOf5WQ1zjONXyHWhazAY4EnohhP6G2ayCs3nhFE8WQyD6lGBJpUUBaXkDIlV/z+EDCKpqNau+bb42x+ZCPOpB0lCVckvdARiHXryzHGdtJ7dPko65lIeFaFg6uZeHgWjqOZ/moj7uSOpCUqIJJap/Eh5m9ZWH1r5wyOiS1zySF7+EjrWWGfXPI7uFaphODa5lCDK7lXh+upeMkxBvUdRN3tnJj+mgOMYzOsz0UxvfYHGJwLQsnBteycGJwLZtPDI6TM96grpu4y1TXxyN5tk/Dx6Y820Pya3AtA65lOjG4lgHXMh0frmU6MaShpePkjI+hjlBY1na7mb2jkKh+NPCy1TIzPwufiVaNSmqflo98k+01uJbNF9cyPR/5xrVMz0e+cS0dJwXyPSuyOWyELBBrgJcJs6VfJqRYewG4JKaPiZGPvxNmS78ArCYscHJiY9unFMMAQtq56wkpmH5JyHDxANC/se1TugbX0rV0LV1L19K19M23Jt3yHkBz2KIfY2ugC7AD6BYdb0vIgxvHx1JCurZjgLeAT0bHDwMWN7Z9SjE8Q0gX9/2okv4uIf/yV4C/NrZ9StfgWrqWrqVr6Vq6lr751qRb3gNoDhuwPPpbTBiPVpRxLm4FsThjf32Nc0sb2z6lGJZk7K+r61xj2ad0Da6la+laupaupWvpm29NuvlKiYHFku4n3GH/BbhH0mPACcCLMX28I+kCoANhxcDvAL8jJMF/twns0/BRKWkwIUF/G0mjzWyhpIFUX5mqsezTuAbXMuBaphODa5nONbiWAdcynRjS0NJx0iXfLfrmsBGWYD8LODPaH0tYYe9yoG1MHwcDs4CZQE/CalQrCDOPD2ts+5RiOBFYCbwEjAPmAP8k9EJ8trHtU7oG19K1dC1dS9fStfTNtybdPMuHUy+SugJvm9mefNg76eFaFg6uZeHgWjpOYeBDPgBJZcAPgM8B3QEj3PH/EbjRzN6J6eeUyMdBkY83gD+Y2dymsE8phjLg1Br2jwHbmsI+6TW4ltXsXcuEMaRhn1IMrmXCGNKwTykG1zJhDGnYO07aeA81IGku8FfgHjP7V3SsJzCdkILnpBg+fg4MBu4lpO4B6ANMA14xs283pn1KMUwDrgYeB17PsD8J+JGZ3duY9ildg2uJa5liDK5lOtfgWuJaphhDYi0dJ3XyPeakOWzAylzO1XjfqjqOi/ADb1T7lGJYCXSs5XinunynaZ/WNbiWrqVr6Vq6lq6lb7415eZLjwdek3S5pB5VByT1kPQ9YH1MHx9IOrqW4x8HPmgC+zR8iPDorCaV0bnGtofk1+BaBlzLdGJwLQOuZTo+XMt0YkhDS8dJFR9DHZhCSJT/tKTu0bE3gYeAL8b0MR24Q1J79j2COhjYHp1rbPs0fPyYkBLpcfZVjH0JjxOvawJ7SH4NrmXAtUwnhqT2afhwLdOJIal9Gj5cy3RiSGrvOKnjY6hTJhpLdhCht2CDRWPMmso+qQ9JnYBTMu2BuWb2dlPYp3ENaeFaupZp2Sf14VqmF4Nrmfwa0qI5aOk4aeENasdxHMdxHMdJgI+hdhzHcRzHcZwEeIM6A0mlcY45zR/XsnBwLQsH17JwcC0dpzo+5CMDSYvN7KiGjsXwUwz0IGPSp5mtayr7yMc4YJCZ/bekbkA7M1uTjY98IKmDmW2X1Lm282a2NaYf1zLPuJa1+nAtXcu84lo6TuPgWT6oNrGhtaQj2Zd+qAPQJktfFxMS779JSGUEIc3RiKawj3xcDYwGhgD/DbQA7gPGNmD3PLWnZApBmMW9hjW1+TGzATHM7wfKgUWRj8xUUAbU68O13GvnWlb35Vq6lqnYRz5cywLR0nHSwhvUgVMIqXb6AD/LOL4D+PcsfX0bGGJmb+UYS1J7gM8DRwKLAczsjSi9UEOUR3+/Ef39dfT3bOC9LD5/dMZ+K2AyUGtvSE3MrFySgPE59jK4lgHXsjqupWuZlj24ltMpHC0dJx3ysZpMc92A01Pw8RRQki/7yMeC6O/i6G9bYHkW9v+IcyzLmP6e5fsXuZaupWvpWrqWrmVjaumbb2lt3kOdgZnNkfRpYBjhrr/q+LVZuHkV+JukR4BdGT5+VrdJqvYAv5M0C+go6WvAecAvs7BvK2mcmf0dQNIYwj+MWEjKHENXROhNidN7k8l8SR83s+eytANcywxcy4Br6VqmZQ+uZSFp6Tip4A3qDCTNJIwBOx64CzgDWJClm3XR1jLasiWpPWb2E0knEVaNGgJcZWZPZOHiK8DdksoI49G2Ef5hxOWnGfsVwFrir6BVxfHA1yWtBXYSxumZxR9j6FoGXMuAa+lapmXvWlI4WjpOWniWjwwkLTezERl/2wG/N7OT8xBLe0Ll9m5Tf3ZGDB0IZWRbE35mXzNbJ6lfbefN7LWYflzL6jG4lingWrqWKcfgWqZAc9DScbyHujrvR3/fk9QbeAs4JBsHkp6i9tnXJ8S0/xhhokrn6PUWYJqZvZBFDDsyYmhJmIG+08w6xLTvAdwA9DaziZIOB44xs/+KaV8KnA70p3oqoziPAv8AHGVmr0maY2anx/nMWnAtcS2rcC1dywx719K1dJzU8QZ1dR6W1BG4hTB728huXBzApRn7rQiVXkUW9ncCl5jZUwCSjotiGBPXgZlVG0sn6XPA0VnE8CtCKqgrotergN8CsSp74I+ER5iLyBjXFpPMFE5xUkDVhWsZ+BWuJbiW4FpW4Vru4yOvpeOkhuVxRmRz3oBSoCwlX09n8d5lcY7VYVvnbGdgfhYxPBf9XZJxbGkW9isSfFeLa9t3LV1L19K1dC1dy7S09M23tDfvoQYkfRxYb2b/il5PI9wpvybpGou5clRkm5kLtAgYBfTMIpxXJf2QfflJvwysiWm7ADhK0hdqxDCaehYTqIWdkrpU2Uj6JKE3JC7zJA03s+ezsKlipKTthF6U1tE+7JswU+8jVddyP1xLXMsI1zLgWrqWjpM63qAOzAImAEj6FHAjcDFwBOGR0hlZ+MpcfaqC8OP+Shb25wE/An4f+XgGODcLe4BJ7Kvcq2aAfyYL++8CDwGHSvoH0I0Y34GkFYTVqkqAcyW9SngcGXv2uJkVZxFnbbiW1XEtA66la1mFa5mMQtPScVLBs3wAkpaZ2cho/xfAZjO7Jnq91MyOyGd8cZG0gbBylWqcMmg4N6ekfwP+ASyJDg2JfK00s90xPv9tQqVaKxZz9ngSXMu99q5lM8G1dC0z7F1LxylQvIc6UCypxMwqgBOB8zPOxfqO6nsMBjT4GEzSQ/WdN7M4vR/FQDv2r+zj0ge4FRgKLAfmESr/N4A4j/HWNEWF3gCuZcC1xLWMcC1xLVOkULR0nFTxHmpA0hXAacAWoC8hpZBJGgjcY2ZjY/hYDEwws63RY7DZ7HsMdpiZ1fsYTNJmYD3wG+BZalTYZvZ0nBjM7KiG3hfDT0vCmMAxwDHR9o6ZHd6AXVXvTa001HuTBq7lfn5cS9fStcS1TItC0dJx0sZ7qAEz+7GkvwC9gMdt311GEeFHHofijLvqKcCdZjYHmCNpaQz7nsBJwFnAl4BHgN9Ydvk0c+01qUlroANQFm1vAHEmvyTtvUmMa7kfrqVr6VoGXMsUKCAtHSddrBmkGimEDVhBlFIJeBn4VOa5LH2VAtOBzcDFWdh1TngNdxIePz5GmOgxEeiUhX0qKZjyvbmWrqVr2fw219K1TFNL33xLe/Me6vT4DfC0wkpN7wP/CxA9BouVDklh9atPE+66+wMzCLOXY2FZpCuqg76EyukV4HVgA/BOFvZ56zVJGdfStdyLa9lscC1dy70k1dJx0sbHUKeIQi7RqsdgO6Njg4F2Zra4Adt7gI8BfwZmm9mKxo63jjgEDCOM7RsTxbQV+D8zu7oB284p/MNpFriWrmX0PteyGeFaupbR+5qFlo6TiTeomwmSKoGd0ctMUWIl22+EePoAYwkVfjnQxcw6NmUMByquZeHgWhYOrmXh0Ny0dBzwBrWTgaRvESr3scBuwli//4v+Pm9mlXkMz8kC17JwcC0LB9fScQoXH0PtZNIfeBD4jpltzHMsTjL641oWCv1xLQuF/riWjlOQeA+14ziO4ziO4ySgKN8BOI7jOI7jOM6BjDeoHcdxHMdxHCcB3qB2HKegkLRH0lJJL0haJukSSfXWdZL6S/pSU8XoOI7jFBbeoHYcp9B438yOMLNhhOWJTwPqze9LmCzmDWrHcRwnJ3xSouM4BYWkd82sXcbrAcBzQFegH/BroG10+ptmNk/SfOAwYA1wD2HVtRuB4wgr2/3CzGY12UU4juM4BxTeoHYcp6Co2aCOjr0NDAV2AJVm9oGkQcBvzGy0pOOAS82sPHr/+UB3M7s+WuL4H8BkM1vTpBfjOI7jHBB4HmrHcT4KKPrbArhd0hHAHmBwHe8/GRgh6YzodRkwiNCD7TiO4zjV8Aa14zgFTTTkYw+wiTCW+k1gJGEOyQd1mQEXm9ncJgnScRzHOaDxSYmO4xQskroBM4HbLYxvKwM2Rks8TwWKo7fuANpnmM4FLpTUIvIzWFJbHMdxHKcWvIfacZxCo7WkpYThHRWESYg/i879JzBH0mTgKWBndHw5UCFpGfAr4FZC5o/FkgRsBj7XVBfgOI7jHFj4pETHcRzHcRzHSYAP+XAcx3Ecx3GcBHiD2nEcx3Ecx3ES4A1qx3Ecx3Ecx0mAN6gdx3Ecx3EcJwHeoHYcx3Ecx3GcBHiD2nEcx3Ecx3ES4A1qx3Ecx3Ecx0mAN6gdx3Ecx3EcJwH/H3YQJFvpRIAmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "regressor = RandomForestRegressor(n_estimators=100,random_state=0)\n",
    "plt.figure()\n",
    "eval_on_features(X,y,regressor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-ser r^2:0.60\n"
     ]
    },
    {
     "data": {
      "image/png": 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iEdEw+049qLVsnlGHOtSGZdfN9yul5Gd/3g1A93C46J5/ojufItTeZ9j0FSxCsGvAEZZhzi0vGp2YTxFqq9YIdZNZPoqjEElALAWJtpCWj1EnQp1Z7PyeH6rvGBWKWWLWBLWU8ktSykOllKuB84EHpJQXArcDF7l/dhFw22yNoVa8aN6FpxzGjv4sT+0ZDrWf8aLJktYE0MCkRHc52JbOMmoY6lUZopZlftO26xbVzOkm6USkFL0KV+XDIhnTSMejDZsc1YNaJzf1sHyYVv2qfGzYO8LGbudmvT+koB4vNmeE+u9+/hT/dtfGiv+/kJrs7BrIcsK//patvU5Hvd2DjqAOc50sj1DPEw+1J4j1sBFqz/LRRBHqZLvzc7KtRstHl/O78lEr5glzUYf6W8DpQogtwOnu702J7l6MX7WqAwh/487qJotaHJtBo8vmOT/XGmEOJ8j1Olg+DLN+IiynW6RjEZKx8DdbR1BHSMcj88ry4QliPaRlox6rDaZdW5Krn5/9eRfpeIRDO1PsHwknJprVQ72pe5TNByq3bPZWnRZCUuKugRyjBbNUSakmQe1eJ+KRCUHd9FU+arV8NFuE2i+oQ0eofR5qUD5qxbwh2ogXkVI+BDzk/jwAnNaI160VT0h60eWRfLgo1njRoj0VIxnTGla72O97Ni1JIsSRrrWyw0R3vRoqjdQxQp3XLdKJaClCHSopUbdIxSKk4pGGdb2sBxOdM+euDrXXndKyJRFNhN7PaMHgjg3dvPuVK+kZLdA9Upvloy0ZbapuibplT3mdqNW+00x4gnciQp0FwtV49ybIiVhkftWhhvCWj2b0UJcEdevMBbWU5VU+QLUfV8wbVKfEKfCiaYtbahPU2aJJSyJCKta4qKY/ehU2klWqPRzypjSRlBj+PZt1LLWW1U3S8dpKahVMuxShnk9VPowaOx2WbAa12Hes2r5PHs/sHSFvWLzzhBWs7EixP2RZRs/y8ZKudHMJanPqSWStVqxmwnufW/smWz5mbqcqlkWow+dJNJRSlY9sbds3VYS6zfk5jOXDyDvvKdE24aFWlg/FPEEJ6inwbvxtySjxiBZaUOeKJul4lHQ82nAPNYS3fExENWu1CdRQGcKyKdYpEpxzo8uJWPjoVV53LR+x6LwR1JYt8fJpw64WmPWw79RBlMNE9LItGWNle5LBrB4qoumJtpd0NqGgnjJCvXAsH95ke2vvOIZllyZHtVg+EjF/p8QmP0c9D3ToCHUTe6gTbTOv8uFVCfFHqHPN0RhMoZgOJainQLdsYhGBEIK2VIzR0JYPk5ZElFQ8Qt5oTCKbYdceodZr9M0adUhK1OsYoc7pJplElGQpKTHcsnIqppGcR5YPsx6Tq7okJTrbFmtYsQCfVzaqsbIjBUB3CB/1eNGp+rKsLdF0grrSOWO7pSxhYUSovfe5bzjPtr7xklUtzGTVmyAnIv6kxCb/jCz3e7dQqnx4FTognOXD+/tkO0RikGh3LB/3fAl+9Yn6jlWhqDMN8VDPVwzTJh5xLsztqWioCLWUkqxukUk0NpHN8onouarSUZd21bYjLqSUCBHedwtuhDperwh1hJ6Q3t1G459Qha1dbNZY+7hcCNYWWfVXc1jR7gjq/cN51izOzGg/2aJJJhGhK5NgtGBiWDaxyNzHGIpWZcuHUTY5mv8Rau99SgkPufXEhagxKTGqlc7xpk9KtBdgHepaqnyUItROIQAyi+CZWyA/CB2r6jdOhWIWmPu7RxNjWDYxN9LRkY6HEtRF08ayJZlElFSscb5bv00jrGWjtLQccnvvZlZLAwrTcoTY5DH0jxd5vntmF+tc0SITj5QmSWE7JabmWZWPMkFda2OXkNv7hWCtIsfvlV3ZkQTCVeBxBHWULrcCT5jufGFYv2e4YndHKZ2qNpUsLP5k44XQ2MX/XXjgeaclwaqudKjrZMnyEY2QiMwTD7Vn2QhbNq+ZOiUaBbCK5ZYPqzizsfktH+A2d3EtH9YU9189C3sem/mYFYo6ogT1FOiWP0IdYzg3c0HtJT5NWD4aJagnbiRhm7vUWuWjZPmopbFLhUS27z2wlQ9f9/iM9pXTHS97NKIR1URNZfNS8ygpsUzM1uFYhmlw5Bf1tQrqCeGksbzdE9RhLB+OFctrRT+Ym31BbVg277tmLT9/bHeF/3c+p4oRan+y8QJoPe69TyFg3e4h4hGN1Ysy4Rq7vJgj1FYTCOrJYjjhJifOxEc9eR+Lj4Ylx8Dx75tamG+4EX78VxPbKxRzgBLUU6CbsrQE3J6KhYpQe6W5MvFoQ6Oa/ohu6KiiVVuE2azRg+3fx+QbY/94kYFscUbiLm84lg+AZCwSulPifKtDXY+KL/4k1zArFrMhqL0W04tbEqFK52VdT31XxhXU47MvqHXTqcU9VgjOpfAmeZUme/7Jca3WmWbAOwdXL8pg2ZJDO1O0JKKhqnx4CY7xqFYKhDR/UmK9PNRNYPnwxGzCZ/nwP1/VPobLt/3r/4ZP/AEyS6aOUBfHQFrhWp0rFHWiKkEthDhCCJFwf36LEOKzQoiO2R3a3KNbdim5Jayg9iLUjuWjcZUhrDpEsswaI8xGBTFcLX7f7WTxO1YwMSxZtSjWTRvDkmRcQZ2IajVEqDVS8Sh5wwrdjr6RlCUl1lg2L+w+yqPkNSYl+jzUACs7kqGau2SLFul4ZEJQNyBC7Z0Llb63JZuUW7N7MrUeh0bxyNZ+Lvnl09P+nW7axKMaRy5tAWDVonTo1R//yoWmCWIRMX8sHzV7qJsgQl1KKHTFcClCPQNr3uQItRaBaAKi8amj8LVOTBSKOlBthPqXgCWEOBL4EbAG+NmsjapJMMyJJKW2VIyxghl4k5sKL4rZkvAi1I2p8lFrhFpKWRJBYaOapTJps+C79TyooxW8qJPxbtCpuJOHm4hqNXmoU7HwzWEajVmHBFX/dmFK7/nHUKvI8VrGe1HIle2p0B7qFn+EugEe6ukmmf7Ja9CEz6xD9Z5GcO/GA9z4+J5pr5e6aZOIaBzlCequtHOdrNHyAY6XesFbPmxf2by5ntzrbi3tuHMsSbQ6jzOyfIxCJA7RZPnzkbgjmiu9x5KgDvk5KhR1oFpBbUspTeBs4HIp5d8DK2ZvWM2BbtnEok5lifZUDKBiMlElvAh1usFVPmr1UJfVLg4rwkxPPIR7z0aZCCvfh/e5jldYOp9MVvesN26EOoTlQ0pJwbWNpN395HSTkbxB31gTRIgqUB6hDpuU6LNshIlQW5UnRzNFtywimiDqCuoVHUm6h/MzXi3wkhI70s653QhB7X1200WoYWLi4Kfc8tG8YtH7LKdbBSqaVnmEusuJUNda5cN7XPCWD78Nwprj0o9elNwTwyXLxwwj1Ml2x1TvJ+JMeivaPrz3Hja5U6GoA9UKakMIcQFwEXCn+1xsdobUPBiTkhJh5t0Ss76kRM+3azeg3JVVY5UP/zZhLR8TtYtrqywBwZYP/+N05EoRap/lY4ZRMN2ysSWlpERvv/9827N88qfrZrSvRmLUIUJdq9Wg7PtUBw913Ffe7pCOFFndYrTK74KHl5QYi2i0p2INilB7SYfB370yQR3wORl1qNjSCLzPcjrrhm46trrjD2lHCDh2RRvpWBTdrY40E4o+y4f3GDQpaRpsG6Q7vtARat/9aK591N7rR53OwqEtH57dw09JUFcIXFg1RvoVijpQraD+MPA64N+klDuEEGuAn87esJqDos/yUaugzriWD6AhlT5MSxLVnFl+KM+r5Y9wz21jGP++PGYuqN2VAs/yESJCXdCdv/eSEsE5lpt7xhgYb94ItVUH322tPux6JtN5vlsPfy3qavHXhwfoysQZaALLR7FMUB98nSifKDevWPQ+y+mudbrlHMujlrXy8BdP5fVHLCIV16radjL+corgCOp6NYWaFfxiOGxk1fJd/+baR12KULuC2hPGM63yESSovX2aFc5R5aFWNAFVCWop5UYp5WellD93f98hpfzW7A5t7jGsiRu3tyw809J540XXQx2P+mwCDRDUtl3y+YYRxPXw3Vaq0FEt/tf1R5psW05YPorVHQ/vM68lKbHg/n0yppUdy92DuaZOfiqzW9TY5Gfy/qofg39yVHtSYpmgDlGL2l8fHhxBvXbbABf9+DF+9PCOmsY3Fbo59TmhT7EqA5O87E0sFr2a3tO1hC8aE8fykI4UQohSnsNM8028lQuvAVS82SPUfvtCrVU+oAkj1K6HeqaWDy+y7acUoVaCWtG8TNkpUQjxDFBRjUkpT6j7iJqIelo+MolI6UbRiEofpi1JxCKMFc1Qkax63LhrrUNdybc77rvRVrvM70W7kj5BXW10u7QPzzYSi5B0Jyt7h3Lk3O6JzUo9EtlMWxLRBJYt0cMkJda5sYvf8rG01bmB989glcBvxQI4+1WHcMu6vTy9d5jdgzk+8hdrahpjJbxzqRoPdZAYrUc5zNlGSlmyfEyXtOtUUio/d9LuuTTT66RnH/FIRCPNHaH2i8PQVT58+5jzCLUnqF0PdSQG0RQUZ1A2z8hB6/KDn6/a8pGt/rUUijozXevxMxsyiibFv7Rci6BORDWiEV9U05j9Sh+WLUm6zQ3C3HiNMg91bZaPqQRUTjdJRCNEtIPbileq8uEXwtWK4oJPDINj2+ifYd3hiQh1pGQd2dTtLGfO1I/dSOoxOTItm7Q7Qas5Ql0HD7VfOHW6jVmGZrB6lHVXjrzjeOEph3HhKYfxxV88ze9f6KtpfFNRmmRWk5QY8DdWHUogzjZZ3Sqd+9PZNrykRD9hV/Im76vpkxJt37UrtKD2Wz5CRqhN3fFyx5LT/+2U+5lk+YCZtx83CwdX+PDvc7qkRBWhVswhUwpqKeWuRg2kGTEsWbuHWjdLUbBUIy0flixFTcNEqP2e17CdFqtp7HL6f/2BD79hNR994+EB2wdX+fBX9qi2yod3Y/cEdRjLhz9C7d30N/U4grqZI2H1KZsnScXDC+qpEkxnymQPddptJz8TO9ZEB9Py6OhsdzMteagrfIbTVfko65TYpBFqf4OcapIS/asNEP46eXCEep5YPmKZOlk+Qkao7/isI3ovqLES7uQINTi2j5l4qE29XJB7eBHqSu9Rlc1TNAHVNnY5RQjxuBBiXAihCyEsIcQMpp3zE92XlJiMRYhHNUZnHKG2Sj7NUu3iBnuoQ0Wo6yTCoHI0zrRs9g3n2TsUfDOpVGrNX7qw2jKGJUFdsnxEZnyz9Zavk7461JsPjLpjDW7E0QxYdVhtsGxZ+uzCTB7qUTXGv71fUAsh6EjHGJ5BY5ZSGcVEeUwhGZvdlvITZfOCX2O6pMRayxc2An+DnGmTEk271CbcIxXW8jHpezFvkhKT7bU3doHwEerhPTCwNdy2fjyx64lfcPzQM6nyYRbKt/eo1vKhyuYp5pBqq3x8D7gA2AKkgI8CV061gRAiKYR4TAixQQjxnBDi6+7zXUKIe4UQW9zHzlrewGwy+QIdplvieNEsRTMbm5Q4YfkIE8kqT2Qr337fcJ7rH91Z9T4qCXpv2b1S8lFlQT1zy4d3c/ai9omYNvMqH54P25eUuGdwYjLQrE0kvM8xFYuEX22oeYJWxzrUAVHNjnSMoRkIan8HUz/puOO7Dfs5TYcxbVLixLUhyH9ca315cJJ6r35oW9VNkWbKYHZC9EyblBhwLD0bzoyrfBj2wZaP+RChTrY59o+pWmtXwjZBuKssYSPUVjFY9B54Dtb/vPr9eHYNfw3pmVo+LL2C5aPKOtTK8qGYQ6oV1EgptwIRKaUlpbwOeOs0mxSBU6WUrwBeCfyVEOIU4BLgfinlUcD97u9NiXPjnrg4hBHUXjc28AnqBvhtHQ91LZYP/9Jy+fa3r9/Pv9z+3LTNTKZb3vaSC/MVbnr+qKZf/HpCIKKJkjCaDm/7koc6Gpmx79kf5fZu+uWv0Zx+Te9zTMcjNa02eN/fMIK4HrYTj8mWD4COdHxGlo/JSYkepVWkWZoczcxDXTlCHYuIUPXlAbb2jfPtezbx4KbeUNtPx4DP8jGdoA46lilf06SZMDnBMRmLlPIemhJPHHpVLfQQCXWWAQm3M2FYQW0WJ1p++3n8R44dpNqGSWbxYLvGjBARQB8AACAASURBVC0fxQnx7CeSmPj/IFQdakUTUK2gzgkh4sB6IcR3hBB/D2Sm2kA6jLu/xtx/Eng3cL37/PXAWTMfdmMwAiLUMy2b53VjA3xVPmY/KdHvoQ6XlFg5+ckrVdc7NvUSo+kTD0Fd7DxRU2lpt1JU0xPRy1oTM2o9rglHiECNEepopMyr6QVkmrV0nvc5JmORulg+wjV2qWOE2jpYhHWmZ3Zu5tzVkYMsH/FwdoNqmUmVj6C/8T7HZCx8W23vezxb79G/UjDdaxTNgCofIY/BZHGeijWuM20o/JYPCBddtQ2Iu+Xpwlo+LN0RopNrPOcGnP/LD1W5n+LB0eVEe/WWDymdfUSm8FCrsnmKJqZaQf1B928/A2SBlwDnTLeRECIihFgP9AL3Sin/DCyTUnYDuI9Lwwy8ERjWhIcaoCNMhFq3JiLUscbWoS5FqMNUZTD9grpchHlWjd7R6iLUzngqC+pKUaxKjV08m8fKjlT1lg/DIhWLlGrUev7KmXSt9EeoNU2UopmrutJAcBJZM2D5ItRhbQKGZZOKRUs/z3z7+lX5KBrlyWcAHal4OMtHfFJSYkj/brVMV/mmzEM9Rdm8VCwSOkLtvfZsJV8OZPXSJLPS6pNHMSBCHdYaVzCssu9FKj67fviasSYL6hw88wu44hWVG5gE7aMeEWo4WPjmB53Hse7q9zM5Qj0Ty4cnioOSEqPVCmpVNk8xd1QrqM+SUhaklKNSyq9LKf+BKkrqufaQVwKHAicLIV5e7cCEEB8XQjwhhHiir2/2ylhVwrZlWZUPCGf5yPtqFKd83fVmG8uWJN2bS71bj3ti5MDo1BGR6UTUdB7qssoQvs9srGAQ0QRL2xIzSkpM+cSTFxWbSdJSKSkxWu6JP2qpEyFqWsuHexxSNVg+TLtGy4c/Ql2XpMRyIdyRiTGcNwJXQoLITuGhhtk7R6frlDhdY5d6HMvZFtRDWZ3FLYmqXkM3rYMmR2Gvk71jxdLrgnMsc7pZ9Xei4fg91OAI6n3rYGgnDG6vbh+2CXFPUNcQoYaDbR9eZLpqQR1Q8i7RCvqY02Z92u0Dyu55TFvlw7N8qAi1Yu6oVlBfFPDch6p9ESnlMPAQ8FfAASHECgD3MdDIJ6W8Vkp5opTyxCVLllT7UnXDszz4oydtqdiMq3wUfVnsiaiGEI1r7DJh+QgTUayc/OQJ4N4qPdSVxuAJ80pRLL8gL/obuxRMWpNRWhOxqj3UhUnNV7yEzek8nmX7KDWHcbb1bvxHLXNuaE1r+bAn/ONh7D9SOhVM0vEaLETuNkLUqWxeZLLlI45u2lWLsHHdJB7VyibM4ItQz5agNqu3fAQlJfoTTCcfh6Gszm+emV78eOfSbFUbGszqLMrESca06T3U1sGrDfGIhiZm5qG2bUnPSKHUNROc5EZbznI1lE13w3hIL3qQ5cMTr/2bq9tHPSLUJUE9XP58zhPUPdXtJ9BD7fnDq/BRl6qEKMuHYn4ypaAWQlwghLgDWCOEuN3370FgYJptlwghOtyfU8DbgE3A7UwI9IuA22p9E7OBd2OLT4pQjxXNGZVHKxpWKaIphCDdIF+f6UbXNVGP1uPl23vt1KePUE/tm53e8lG5ykdLIkpLMlp9YxfTKoklmIhQz0TcFQzHh+19JyYi1J6gbv4Idbjo8sT2ENJD7Y4hE4/Wp1PiQZYPp058tc1d/MnCfpIlW9bs5Dn4u4cGRU510yaqCaKaCPw+edeeZEDFlluf2senbniSfdO0YPc+/9lKvBzM6ixqiZOKRaYU1FLKwGMphCAdj5LXqx9ff7aIbtkc0pEqPTfb9h0sA276AKz9XvjtYUJ0GrkJ8dr3QnX7sI3aI9SevWSyNaNk+ahWUBcOFsNe9L0a24c1RYS61NhlGkEdJrFToagT03VKfBToBhYDl/qeHwOenmbbFcD1QogIjnC/WUp5pxBiLXCzEOIjwG7gvaFGPst4N77JSYkAo3mDzkxAJnIABdMqq7Oaikcb5qGORQTRiFaWYFgt5WXzyrfPliwf00Wop66Z69UCrnTD89sEyqt8mLQmY7Qmnc/StGyikakXW/KTItReVGwmvmdvH54POxWPko5HWNGemvG+Gol3LNPxSE0VX9J1SEoMK+r9BNkEOtxuicM5vUxUVcKpD39wu3jvPc5k5WIm6JPOq8kJeV5inSZE4GTP8PnhJ9fd9iaXWw6MTfkZlCwfsxihPr6zg9Q0Nb1NWyIlB602gNdgp/pJTfewIya9cxHKvdgd6ap3VT1mwekw2FdlNHkyB3mo8xPiteoItd/yUUPZPCi3fBiFiYoZM4pQT7Z8uIK6msREZflQzHOmVCFSyl1SyoeklK+TUv7e9+9JKeWUVzsp5dNSyldJKU+QUr5cSvkN9/kBKeVpUsqj3MfBer6heuHddCZ7qKH6bomW68NO+m6a6XiEvG7ytV8/y5dvfSb0+PYP53nHFX+kZyQ4KmHZkogmiGkiXB1q21eeq4Kgnq7Kh2HZU7Y/9+waletQB3uwx4uGY/lIxtzxTC8MvKRED2+SM5Oo8uQodyYeYVVXuvQem9Xy4Y9qhrFrmD7LCIRbQjdKEeqDvb+3PLGHT/10XdX7qlTlA6i60ke2aJIJKH1Y8u/OIDo6E4xpPNLee6vUydM7F4OOpXcebe0dP2i7steog4f68vte4Fu/2RT4fwNZna50zGmSM8VreOOY3NgFPP9z9ePrHnGE1Eqf5WPWO9N64s4vqG++CNZdH/z3k5ls+dCzvgh1lYLaNhwBqkXDRailnHgffkHtr+wxIw91QNk8qK50XjWCWtWhVjQx00WoARBCnAN8G6cih3D/SSll2yyObU7xbnxBEerhKgW1d0NM+m4Y6XiEezceIKtbHLFkysqDU7Jx/yjPd4/yfM8oy9vLowJSOkI+qrkR6hpaRQfduD0hPF2VD9OWZOJRCoYeGJX0SpcFeUWdMUxE44qTLB/L25K0ukv2owWDdldQVSJv2KXjBxOJhTMRwXndLoty//3pL8Xwlf1qWsuHrzKEEcbyUbKMuFU+zDAWIi9KHj1IkD+6bYDfPNtTVmJyKoIbuzg33GorfWT1YMtHapYtH/7zIOic8N5bVBOBKx6W/1hOnui6Y97WN42gtmoX1I9uG2AkZ3DJO44pe96wbMYKJl2ZhFMHeorXKAbY6jxmWvJunxuhXtneQMuHJ2CHdzkRXTMPG3/tCMLXBKUdTWJyhHqsx9lHJAH9W5xEPm2aNCfLgEjMiQyHiVDbJk41WyYJal+cq5YItffeZmL5CPJQlywfqvW4onmpNinxO8BfSynbpZRtUsrWhSymYeKmE/M3dknPLELt3RD9y9PJWISsbiFEZSFZDZ6ozQYk5XkW72jESboKFZX0idmDbtzua/aNF6f0kxumTTpR2SbgvYdKnekMvwjzidUxLykxGS39Ph0F3SLlm9gkQiYl+idHJ63u4vVHLvZFu5szQu23fISy//gSdCOaqDhBe3bfCEPZYEHrifpM4mDLh2dd2N43vf/RtGxsSc0R6vGiRTpIUM+y5WO6CLWXxJyIRQI9zobPDz+5eo83Qa02Qj3TxkaTxzkQcKy949/VEicVj0x5jSvlqUQPtt7MtORd93CeZEyjwzexnrbjop6FvU9U/RoH4QlYaTutu7s3OL9X28jEdq9bnuj0Knu85GRHWI/srm4fWswRnGEi1H4R7hfUOVdQtx0K4weq3FdQhHomlg+vbN4UrccrlRNUjV0UTUC1gvqAlPL5WR1Jk1EpKRGqF9SFUoR64oZxaGeKY5a3ctYrD6nppu2VixsPEJPeEn1EE4GWjWrQy8TsZEHt1Na2bMlAtnJUxLDt0rJ6kHjwTwaCbnqe+GiZJMLGCobroXaORzWVPuqVlOg/lhP7am5BbVoSTTjvOczkyps0Rd3vU5CgllJy3g/Wcs0ftgXuo1SdIuD75CUSbu2bXojoAStHUO6hroZc0TyoBjU0oMrHNKUkvQh1IqoF16H2V/mYfF420PJRNCyGcvpBiZWD7ufflXaSEquyfEQrWT6qXyXYP5JnZUeqlN8AVXRcXP8z+NFfzqyTnx+/GO3fDPvXOz/PtO6yJzo9QX34m53HahITLQMi0fARan+Sn1/0epaPpcc6Eepqy94Flc2bvO+K27sTgqDW41rEabE+bZWPXPWdHRWKOlOtoH5CCHGTW/XjHO/frI5sjgmyfHhLxEFR4SBKEWpfVPPL71rJ1R9azaJMvKYb2qgrpIPEpF8ARQNaFO8Z3UN/vn/K/ftv3GU1qU0b3bJZs9ixq0xl+/C3q54swrYObWWkOBERCfosJqKa0ZJYlVIyXjRpSTpVPoCqalEHJSVqyX2M69V77ib7sCf2NXNxDs57ebrvaSy7NvE2XZ1dw3aSNqMRgWXLslUFwzJ4rv+5KffhrVY4gloL9FD3jefI6hZ7h4I/T9NyPP2ON7h8+8H8CFqihy0HphaCEDzRBdg6solMwq66ysfkuuR9uT72jO0pfUdm6qGu9liWJSVO+hz2jO1hzBwkHo2QiEWmTEpMBaw2jOtFtOQehnI6A+OVz0vPmhQUAd42vK3svKz4Pkwby5aM5suvP/uGB9ESPXRl4o6HeoooszeOyZOjjQMbScTsaZvC+Nk/XCjZPfrz/ewZ3TN9x8X8MEgLitN/7wLx2w/6XoD9Tzk/F0fQ9+7FODBNOb1SlQ9XdHqCes1bnMdqEhNtYyJCPckOUdy6FWtkmmPpF6hBlo+lxzqvka8i1SkgQl3YsR/bFFVaPtyxBFk+IPA9Ao7Yt02IpibG4SKlJL9hA9Kc/e7ECkW1groNyAF/CbzL/TdtY5f5TFBSoifgerO93L/r/mmFTClC7Qou0zb5xH0f4+zb/5qn89dTsMZCNx14fmQtkdSOQEHtRcGcpMRyD/VIcYTz7jqPM351Bn/zy3/jhj9vDdy/aQdbPrxoz+pFaeJL7mH9geCFC9sVbp4n1i8eto9s59w7zuVx84vEOv4M2BQCBIwXgfOXWiuaNoYlaU1GKch+kituYu/o9Ekz+UnR5eeHHyez5kouXnshp119Fc/um15EFCaJMICbN9/M95/5T9ByM15Cv3HzjXzg7g9w3p3nsXFg44y29ZBS8sn7Psk1G66hUGHJ13L99N532X88/2vdf3H+Xefzsd99jOHJdWhdDGviXIgHePJ3j+7m3LvOJNbxJ3pHg5dcDdspBxePHizIhzLXkzn8cn57YPryYxM2gYnz0pY2T/Q8QXTVZWwae7iqc6rgmxxZtsXHfvcx3nXru7ht263Eoxq5GVSYABgqDvHfT/63873uebzi3/mjyn7P/Zg+xgV3XcB6+UWI91RMSrRs27fyVP4+B4wtpFdfTWrV//Dgjg0VxzARoQ44jrefy/vvev+0EwNP7HsR6Vuf2ss//WIDd+y6hczhl3Pdlm9AdLA6D7XvWP6p+0+cd+d57NF+Sn4mEerhPCvcXJKLf38xZ9x6Btdv/i+IZCt7sb3zpYJNoLh1K9k//bnyi/ojwn2boNuJUFtjo+w8971se/vb6bvye9j5CpN2z/IRiUMsDSN7nN+XHguZJdC3mZHbbqOwKTj5EymdfZQ81BPnv757N9vPPodtf/l2Bm+4obKgnMbyIRcdw4Gn2tBfqPx9KtuXL7qc/dOf2XHehWy7eymjjz47/XlZSkost3zkn32O7q9/HdOIBVs+PCFeSu6cOJ7Dv/gFO887nx1nn0Pu8crnpUJRD6oS1FLKDwf8+3+zPbi5ZPLSspSS7z7xTSKpHTw2eAeff+jzPLzv4Sn3UZgUob5z+53sHN3JKStO4fnc3cSX3zqjJfickeOaDdcwUhxh/fgtpA67lv3ZXQf9nVWq0OFEJf033uufu54xfYxXLnk1Tw79lp9u/OWU7z+dKF+i3zG8j0hqO0u7csQ7/8Rlz32WsYCi/V70LChCffX6q4lH4sTs5cQ6HwVksOXDE/WJSGk8owUDERskHjPYk9tMtO0Zfrjt4sofmotfDEspuXXnj0iKLpKRFHuyW1m3a2iaPTgCxItGj+pOxKU7282vtt5M6pCfzyzB0cxz7dPXcmTHkWSNLIlKUZkpsKVN3syTiWW4av1V/OcT/xn4d6btCGovqutNlnqyPdy0+SZOWHwCES1CWyI4LcL7PkVcUT45KdGWNosSh5Bc8Wt2m78LHoNbFz0R0cq+T08eWA/pjZjZw8mOL572PRcDbAKa0Dh+yfFERIyn9Sv5/d7fT7ufvD4hqO/ecTfbRrZxyspTOHHZiaTjkRk3PelKdnHBsReQNbJ85LcfYetQ8ES1Um31n2z8CSPFETqtN9IiDiER1QL9x6aXbKxpbtm5iWNh59fQVTiXSKKHf3/q0xUjzaXGLpPOuas3XE1Ui/IPr/kHItrBKzFl+3DF/qBr+br7mR5ufmIvj69/JfrQKTzZ/wgbrH+fcmLindMJ3zX2yqeuBOCY5FlVJyXqpk3feJGVbqnAb73xW5y0/CR+s/vXpA65gVwlUV8S1BOC1y4W2fePF1PYtIn+a69l94c+RGFzhUixt32i3fFiD+0EoTH4ZA5reJj0ySfRf9VV9F1+efD2XoQ6EoNYyvFix1sxRnIMbFuGtXcTvZddzs4L3o85FHB98gR5yUM9IY77r/o+QtNIHH00Qz+9gbEHHqgwhuAIdXHHLgqjGQqDGkNb0+z6zFerE8RuhFpKSd8VVxBdsoRIQjD8SBX2lUmWj+KOHdjFIvn16xm++Rb2PZQOtnxMFtTuBMnWdfq/fzXxI47AzmbRd++ZfgwKRQ1UJaiFEC8VQtwvhHjW/f0EIcRXZ3doc4dpmzwz4JTx8qJ69+++n19vu5Vkepg1sTMA2DV6sJj12Dy4md6ss+TnRah/s+M3vGzRy7j6bVfzqdU3Utj3gRnZPm7cfCNXrb+K7SPbOVL7G4SQ9BX2B4zfuVF1FzehaXrp97yZ58ZNN/L21W/nwtXfZHzb54nn/iL4M/CSEidZPn7y/I9IrfoRhy/qoNDzbnQ7H2gf8SYKhcgmwC4JiReGXuCenfdw4bEX0jn6ecx9nwCC/ZKm5UQ1HT+ps/14wSS54hf8bM8/8s41b0cfeAvDRg+mHXzjNm2TR/auxbBkSUA9uOdBNg4+x5df93keuOA29IG3VHXzLrqi3LANzr/zfC594lI+9+rPccaaM9Di/RUF9bg+zvre9WXP3bz5Zvrz/Xz1lK9y59l3ckTHEdO+vp+hwhB//eu/Zt2BdfzXW/6LE5acUPH7aFg20dg4Q+ZO53d3nP/z9P8gkXz3zd/lmrddgyaCLwfesYxFBLHohId6y9AW/v7BvycZTXL+of+ObWYYs7sDb7ymZRNJDKCL3jJReeWT38M2M0R7P0LfvpOnrVE9Oaq5dv9abt58My9f/HKOti8BqjsvC6btJvaZXLPhGo7uPJrvn/Z9VrWtmtb7O5k/7v0jO0d2ctqq07jsrZchkeweC04oMyyJltoFWqH0XkeKI/xk4084bdVpLCq+l1hUEonqwZYPd2LiJUt7x2Z973qyus6rO85E9p+NIYv05foCx6CbNpH0VvLGhDjZNryNu7bfxQXHXsBph53GpsFNbB/ZXvE9e+fjwLizj97RApHoKPuGdIo9Z/Gx4z9OQQ5QMIKtJ5Zt8VTfY8DEsfzjvj/ydN/T/Mvr/oWu+AryiUd4tv/ZimPwODBaQEpY3h7Dsi2WZZbx47f/mHesfidavL9ipNvOjpPri5dFdodvuonRO+/EGh5m0Yc/7Hxeuyp8n0ydfH8Mq/M4GN0LgFz+Csa2C1pOO41V117L0X/8Lcs+/8ng7UsWh5gToQZoXc7Atf9D7x+GsPZtZdklX0Tm85i9AfYRV5BnXziAFBNJicaBA4zceSedZ7+DVf98EWsu/Rxtb359hffgHR9RJqgP/HIdu+9vI3H8iSw+bhxzYBhZCF4Bk5ZF9pFHkL4IdfbhR8g/9RSL//bTrHlvjJXvPbLM3z715xFHWhZ7//Yz7P3bz9B14QdoP/ss9FFRQVAb2IYgN+BGx90J0vDNt2B2d7P8K1/m8Lvvov3ss6Z+fYWiRqq1fPwP8CXAAKfGNHD+bA1qrvndzt/xvef/ERHrJxHVsKXNVeuvYnXbatL6Sei6W//YqFyV4Nw7zuVLj38AmIhQX3XaVVzx1isQQtDmtoutZBP4/Z7f84213ygtvWaNLNc9ex1vOOQNvGrpq3xjONj/Z1oShM4Nuy9msOXaicoA0RQ3vPMGPv/qz/Pw1n6QiYqt1E3LJpJ5gUFtbUkA7RnbwwP77sQYPplD2pbS6jYUyAUsmZqWTSS1nSeNbxNffF9JHKxpW8PXTvkaFx13ETndYnGqCwhuGW3aklh6L7rWXYpm/bn7MaKZ7fzFsjNJxSMI6VxEc2bwsu3/bfw/Pnn/x4lkNpcE9eq21Zx/9Pm864h3kYnH0eKD9Ocr+x2HC8MUzIJjG4lq3Lb1NvaM7eGk5ScBkIllEJFixbJ5X3n4K3zwNx8ss1S0xls58/Azec2y11C0ityz4x52j1aR1e9y3XPXsXt0NysyK5z9xVoDjwM43wdjxaX8ZM/nAEdg29KmP9/Pe456DytbVrJ3bC+Xr7ucvWN7D97enZBFNa3MQ/399d9nbfdakpEk/eM62ElsCiV/vx/dktiH/Ae/z3+hJCR7c71sHnoefeAtvHrVckht4mO//WQp+h+EP5HNljaXPnEp//vc/wLQmXK8qOMB54THuXecy1/+8u1YtiQZi/Do/kfZPbabz7zqM2hC4wcbfkB+6beqjo7mjBxffeSr/Mdj/wE4xwEqXxsKZpHM6qtJveR/S+fETzb+hKyR5dOv/DS6ZbM7ehUviO9OY/mYsO/sH9/Ph3/7YcZTd9OSjLK8tXPKz+FA8QXSh/2QXOaO0nPfX/99UtEUHz7OEZH/+Pt/5Jr111R8397YvTKF+wvPkznq27zsiB5WtCdL14aCFfydvHHzjVz+7D8SbXmORFRDSsn3nvoeh7YcyruPfDfpeBS5+Jc8uPvBimMwbZOR4gj73c6Qe4yHec/t7ylN8NsTrQitWNEPP/j7rey6fzH2mBP9tfN5+q/9H9KvfS2ZU05Ba3WOpZ0Nfg+ykGXnfUvYc+uEEBWHv4nVp/ey4qtfBEC781Nw1xeC34BtMLwjRe/l33Mi1IBhL2L4ppvoeNPxxONDaEPPOX86HnAsbYP8YIzdl95F7x/HSuI4tmwZq396HYvM/0X89Gy0m98Hf/hO8BisIqN7koz2Li4J6tyTT5HdPMCiE9Noi1ehxWz3cwj+Tg/deCO7P/JRxvYmSxHq9GtezbIvf5mOc85BpDqIaDmkVfmcyj35JPpe17oXTTB6553o27fT8T6n71ukpdUp210hQt39RDu7ft6HkdXAPfdSJxxP1//7f6Rf9zpENIq+fTvmYFO2vVAsEKoV1Gkp5WOTnluwLn/d9k5a58b1dN/TbB3eysdO+BityQRZHeJafEpB7ezHmdF7NoGoFmV5ZjkA23NrSa68sWJZqaf7n+aXW35Ziho+sPsBhovDfPIEJ9qRL3iC+uCLvWVLhOa8h3x0U1l3vDXtazi09VAe3tJPfMlvGMgE3zQNW5LoeIJd1m2liObt227HlhJ94K20JKJ0JisLGN2yQXPEeiS12xfljPG+o99He6KdbNGiuOxSkof+NNBrqZs20SW3stO+qSSk7t1zO7aZ4e2rzkIIQTLiRHayFVrOelE6LXGgVPLu8I7D+copXyGqRZ02x6uvZP3o7YHbA5xx6xlctu6yUiLbr7b8imO7juWNh7wRgJZYC0IrVrQJeJG+vvxExPCco87hP97oiLCskeXiP1zMn7r/FLj9SHGEt978Vm7efHPpuV9t+RVvO+xtHNl5JADpWLqigDJtCRHXliMMDFuiCY0rTr2CS052orq9+V5+9OyP2DN28LKoaUu0+AG+ueEDWMmnMSybkeII9+2+j/OPPp+OZIcTJbRSgE1fQMMfM8DqsDS9lO+echPG0CmceFgnIjrGk/1rAy1EAI/3PM6n/3A2WnI38ajGxoGNbB7azEeP/ygxLUZXJoEorKEr2RW4vYfl9qRKxiK86dA3ccMZN/DmQ53KCkWriBXprdil756d93Dqzaeyb3wfAA/teYjBwiAfPf6jAHQkOzjryLNY2bIycPuie02IpneWROkHX/ZBvvOm7/DSzpeimzYxkcKiEFiH2rAlWvvDXL/3oyB0TEtyx7Y7sGyLwuDJZBJRXtp1JPGRs0uTrYPG4AovK76j9Nx7jnoPl5x8CZ1JR4yno5W/T1JK6Lqb9JrLGMjq2LZkPP4IMZHiZxeex62ffgOnrjqVdyz6OgU9jh1QWrM350xgtWQPiWiEkeIIJy0/iUtOvoSYFnNyL+w4oxW+CwAfv/fjfO7Bz9HtNrd6fOAeNE1jUXIRAJ951d+i7/xSRduJNJ3rk5BuxaSHHsLq72fxpz7ljC3jJF4HilkcQQ2Q9+xinauhYxVaFKItbl30tTvp+VWFBl6WSe5AgpHf/LYUoR7ZCtIwWPzlb8HKVxN57ApnDEFi1jKRlhP1ze0tlEXaU5lBotEcnPGf7H/yELr/96HgMZg6g5tbGHohWUocHP7FL9CSGp2vXQ7RBJFMesrPwex3JjDF4VgpQq2l03T9zQcR8Tgk29hy6bMc+Pf/CB4DsPezn2PgDvf6F00ydMstJI46ktbTT3f2l8lgGyD1gCi5paOPuTXy85FShDp1wgks+6eLEUJgj4+z/cx3MXrnnRXHoFDUSrWCul8IcQRuBXghxLk4LckXJN4NR2g6sYgo3TxfvujltCSijBdMWuItUwrq0w87nSWJlwDOjfv8O8/n/577v9L/D5t7ibWvZ6wYvCQ6XBjGljYHck4N0L3jTuTwZYteBkC2EMXWF6EbBx9C05ZIK0NHbBkZ6xgM7HnTeQAAIABJREFUSzKmj/GFh77A4z2P0z9eZGP3KLF4Fiu2L3CJ3jBttGQPOdlDUToX2n1j+2iPL0aabWQSUZZmlpI2XkVb/GDvrWlJrPxhAEizDd202Te+jx8+80N6sk6jgPGiSVxLILRiYETQtG1I7qXf3kDBvfn15ruxi8vpTDk3uwxrODxyDqlocKvlU1edCoAQTlOWPaN7eHTfo+i+SIeQSQpW5WM5po/xs00/K5XN2ze+j+MWH1dawjzz8DOJ9n+oouXjrS95qzN2V0T05/sZLExESjIx571U+j7lTcdW880/fRNwLCQjxRGOX3x86W++eNIXufb0awO3N20bzXKEkoiOYph26ZhHNedG1BJrqTgG05KI6DiD+gHGUndjWHLinFj8csBZds/t/FsK+98f2JK+rFKMr9tZUY+BjPGawzrBTpTeXxAb+jYwUOwl1vYs8UikdE4ct+g4ADrTccZ3foLzXlrd4pm3YnHCkhNKxzITy4CwyRnBy9vXPX0Dffk+tg055QEnfw5t8Ta++YZv8pplrwncXvdVKfAi/bc8NkCHdFY7dNMmpqWwyAd+n0zLxuy8lTGzHxEbwbCd82pRajHFQhuZeJSXLzuMgf2vJRNdFDgGb7eW0VISu68/5PWcfdTZpb+Z6vpWNG0Six8ikjzAwHjOqUcdHWRp8jA6Ui0sb0+yPLOcNS2vABkNfB/epMfWFxGPanQkO7j4pIt580uciU0qHkXaSUaLlc/Lx3seZ92BdexzI9QDhW6OWzRxXrbGW0lHWytW+ZAF5xpgjzkrR/pe5/uUfLlzLEuCukJkVotBsksnc+IJzt8tPoFtX7yekZ2pUpm4QneB0ecrvAdLx8hHMbu7MU3nu2+Ma0QWLya2ag2c91O0TJx4h3D81ZOxDVKLdNAEiWUZMIvou3ax7x++QOHh2xxx+6oPYhSTFHsqrPpYRfL9cXJ7LWR+DCwTY+9eEp0Crd35/sSXddH6sg5ELLh5Vse73w2A0CRE4xQ2bWLgRz/CGnVfM9GKpsmKnyOA1d/P8O9de08kjrF3H8njXj5xXr7uFJa8Pl0hKdGg43AnsGQVImDkKLzwAtm1a0vXOe9YWhUmBQpFPahWUP8t8APgGCHEPuDzQAVj2PwnbzoX6FjHY8SjGp3JTt7ykrewPLPcEdRFk9+d+zu+ekplG/my9DKGjT5AIiny3MBzvsj3hIAZLgRHYPZnHW/02v1rnbFoMY7tOpa4W+A+V4yS3XYxkdxJB21r2TYgWJY6DEvLYrrLwr/b9TsGC4M8um0AgEPbOxFagWygmJWIuCMAzYgj6vvz/bRGncSxlkSUVa2roPdvOHbRsQdtb1g22Ek6Y4eCcDzUzw88zxVPXsFQYQjDstFNm2Q07S7LBtXc9YkwV9QPFg8gjY5SU5eOyGEsNs+kI9kR+Dm+ZtlrWJlZhbRSpOIR7t19L5+47xNlglqTSQpWcCa+7buRFQyLaNRksDBYFv07svNI0uYJFVtyX/iyCzn9sNNpcZfBr1p/FWffNiFeUtEUmtAqRgSLk0pFeRMS/xiWZZaxLLMscHvTknSMfpq/XPEhsOMYls0n7v0En33gs6W/SbsRsmBBbYNwony2GEc37YPG0DtW5JAOZx8HRg8Wo4Zl0zn4FU7v+gqGJbFtyafu+xR373Ki7is7UixKtVUcA1CaNIlIlnhUo2fcHUOLM4b2VAxbTt3o54YzbuCqN/0cgFjU5GuPfK2sKkdpclNhxSNfcITPzhHn/OzJ9tCR6Cib0EkpK1bJsM0UqcGPMb7lixQNi/58P1c8dh03POFUUdBNm7iWxpKF4DrUtgTbuQZo0REMy6Y7283SlHPs0/EIy9vjaPEDbOkLjnloVifF3rdTPHAmBdPiQPYAT/U+VXZOZKKZKQW1x/7xXg6MFtBiwyxJLS89P1QYYmfhj4joaKCd65iuY3h5+5swx19KPKIxpo+VValJxyNIO8FYhcmVn/3DWdrTgv58f9k5sXFgI1rXXYxUqIGsDzoibPQPTr5M/JBDaP2rvyLS4nwHtHicozesZ9EnPh78wmaBWNrCGBiB134S49B3oO9380mKo2DqaBEdW6+QzGcbFAbdOv0DjnAUmTaSxzlBE9oPIXHOP3PEX+2j5WUBKx6WgdAg8ZIlWHkbzALFHTsYvftu5I7HYNXrIJZES6ew85U6DE5Mbo18BIqjmP39xFIGpJxJeOqlh3LoO1LEDjkkcBexww5DpJJOebxoktxjj9H73f+csHgk2tBiEjs7/bGUEiQRzN5eoismvk/pE09k8es7EQRYFC2d1kMLxJe2em+E4ZtuZu/ffbYkyEUshkgkphT1CkWtVFvlY7uU8m3AEuAY4C1AcDbbAsATviKSIx7ReP3K13PlqVeSjqVpSUTJFk0SkUTFJIu8meeO7XdwZOa1gGTUdC6ynt0DoDXuXLSHK9TnbE84GctehPqjx3+Um981seQ/NkUdasOSiOgwURHhUPkeTFuWCaCHt/TRnoqxuqsLND2wGYZh2WA5YzSFs6T5g9N/wNkrvg44N7xlbUn6xoK7JRqWRMQGee2isyj0nIVuOjd+bwxeLe9MNIPQCoGWD38FFANnDGev+CbF/lNpc5u6tCRhsNhb0T88kB/gM8d9HWP4ZFKxCD3ZHlrjrSVxCxAhiW4HC+oyMavlScWifOuN3ypFncGZaJDeWFGAdCY7ufTNl/KKJa8AnMog/hu/EIJ0NF3xPUwuh5eOpfnQcR/i6K6jS89t6NvAtU9fWzYB8DAsmxQrOX3lB5BWK7rlRDX9lUU8IRkk6k1bIlz7ji2y6JZNKpriNUtPLn2ne0eLLFn5FIlltwdHqC1JkhUc0XIiECFn6Kzdv5Yh11femY7zkg7nBl5RyJVaE+eIRzVMabI8s7zkW+5Mx0muuJlv/vnrgduDE41emlrl7I8hfr3116Uos/9zyJnBY4jgTBr2ue2YJx9LgDff9Ba+/fi3A7c3rShd4pVIsxPdstk0sAkW/5qBonOeF02bhJbCpEAxoNSZaUk06YxRxEYwLefcXpx0jkMmESUaLZI54jLu3X1P4Bg0qwt94K1Is5OCYfPAngf4m9/8DaP6KONFE9uWZOJTCeqJc7Uv38uB0RwiNsIhLROfw96xvdx94FK05P7Ac/u1K17Lu1b8E8goiZjG99d/nzfd9KZSRDEdj4CdYKzCxMawJ4TVnpF+lnbqSGTZsdgxsgOj9QFG9eAKPhE34Gr0OatFbWecwaGXX1b+WaFXvM4bPf2MdydpffMb4R3fxoytBiCWthz7RH4ILWojLYLL1llmqeSykXVeY/kn3suqH/xg4m8yS5zHIOuLbVAYjhLramfx244As4jZ7Vxjo/o2OPwtzvtsbcEuWsENT3yVQcx8BAojHH7H7aw4cQDSrnWqdcWU7ceLW7aw7DMfYcnxYxBNYuzvRiSTRDrcIEeyDS1iVYwO+73VVjEK0Thrfn0rne9738Rb1XWMcQ07KDHS0pGW4NC/eyethxZAz2H09BBbUX5eapkM9rgS1IrZY0pBLYRoE0J8SQjxPSHE6Ti1qC8CtgLvm2rb+czilBOFFdFx4m7yk0dLMspYweRnz/+MHz/748Dt82aekeIIy+JHAxqDunOz9F/sW92kxJEKTQWSEceL5glqP15zk+QhNzCa/M1B/2/ZEhEb4bmRtUQ0p/W4X8w+vnOIUw7voiPZghA2fQEXOtOSCNv1zmmO6BFCoBtORCWTiNLVopE+8ht8/8kfHrS9YdlEUju5p+d7iIgjwnqyPaSiKdoT7aWJQGu8FbTilJ0SAUxtCCklMXsZ0lhExm1pHk32szV5ScUShje/cDNffsxJtErFIoECKCpSGHaFWrS+G44WG6UlnuSdh7+TozqPKj2/oXcDo+0/YNQMbtH71Ye/ypm3nlmKWvaM95RNrp7dN8JoLsK+0eAbv1/U5808K1tW8oUTv8Ca9jWl55888CRXPnVlYC1q05YMtfyQ67f9MyI6im5a9GR7yj4Hb8UkMMHUtkE4AkYKE8OyecXik1j3p/fxwHM5bFvSO1ZAJPcSa3ua3iAPtW0z3HId9w18BxEboDvbiyUtIrITTUBrMsrhi5Yg9cUVq414x0JzJ7ofPf6j3HvuvSXB05mJIWKj7KhQnSJv5vmXR/+Ff3/iYkR0iKzlTHT9n8OqtlUs1U6maASLKN1yvrfeBPWKt17B1W+7uvT/W3vHGBi32T8aXNO7YI+RbbmF9GFXM65n2T3qRLrNojOB1k2bFYnjeU3bBeiWdZD/2LTtkqDWoqPols233/Rtzjn8IsARoovSTqR/pEIHwLyVJbH8VtJrLidvWHRnu4lpMTrinbzpOw9y1YNbufDYC/naKV8L3N7v7R4q9tEzmqPY825OX31a6fmMGzAQFc5tgJ/v/hqpVT8iHtFK30fvWCZjEfJ7388njv1K8Bh85+X+8R6WtqZ470vfyzFdx5Sen7AxBV9jY65Tzex3zjs5uRtg/xb6L3wZQz+8jCDMkVGkJUi96tUAGJ6YTVtOhDo/SCTmHD97NKCEoW3gzgUpzd9ay69NMpZh1wOLGLrt4Os8lok+GmX8qS1oqRSYBYz93RDRiCZtOMKZ9Gst7diGgKA6875ri5HToDCCMHNomgEpR1DrhQybr7MYqeA/Hn/gQXq+e5Wj16OJkpgtTUQSrWhRs2J02F89xCgmEZEIyZe+tEwQ59auZes1eyh2B3nJDfqebWX3ZXd5bwSjez/RlZMEdUuLilArZpXpItQ/AY4GngE+BvwOeC9wlpTy3bM8tjnjnKPO4cj0G9CiI8QiGufdeR5fedi5sHuWj0f2P8I9O4IjQN7Ffl9+MyI6wlDBsU74b9xdyQ5ss5WcHtxK9V9f/68c23UsPdkepJS8/67388sXnJrRecPCsiWRRA+Gtv8gD7RpS4QrgPp4kKI9Qk+2h6gWZVFq0f9n773DJCvL9P/PyadSV+cw3ZMzwzAMM+QscQlKFARzWDNmZQ2ILstigN2VH+7iV1QUDCyKgoKoCCiSYRhgmMzEnp7OXV3x5N8fb53qqj6nh+93Xd0Az3XNNTN1Qr113nPec7/3ez/3w9Bkhb6WJHMyc3ELSxgrRdlZx/NJjwtJgK9MMFoe5XOPfI5dhY01K7uepjQoFfYXokDQ9aZYTbPnZ1iuw0BxgK5kF5Ik1TTTK9uOwJk4YkYNdVP+rQBIao6XJ3bz7Pg9JBNl1KrLQZNxYFeFsC8Ss7+LUWWo68EsQA9n0WSfGXu8ruicNPukWhsqwRDPDj7bYNMXgofKDKym5Vnszu/mgw98kCAIIqD+8ZdHKe95G0e3vCn2+Iyeqf17qDTERGUiAnxfiWF25SFenHgMve1Bxipj2L7dcB10RefpNz9dS66rD8ebkhmA0EAPTVrkLZfHto8yXrJxvEC4KihWbPVMxwso68+wrfgYanoj/VUgGTjNZBMasiyxvH0hhe2fZFl2bex1qK0cqflIdT2AbEIn8PUZpTN5O8/Ptv6MdaOPIpv7KXpC+lTfF6s6VnF48iPYVYAbbYN4+U9UPZ41RaMtMaVV3jZUJPAMxkrxK08V+pnQHkJJ7mLMGmHPZD9BIFGxqq4/nk9vYgVHtlwCKBEZkesFhFA/CFRcL+CgtoPoNMTkKqWrNCdMAl+dUX88EjyF3vIEirmfyUqlNsErWj5jRZvvP76LpS0HcUxvvNVaveSjWDYZyfs4E0dy3OzDap+n1BBQV2LlXDc9dxM7S+uQ1ZyQ70x7LpO6QuC2oEvx/VDxRD90p7qpVBJ0Jrq46uirGuRnoYxpJgeg9jUaiTYbZ1T01dZjj2Pon+o8o4c3M7nHoPDwH2OPDypi3CytfwFvYkKAWUlCS3iinHlpDMXwURMefj6mMq1nM/dsUFpbcfIeniXx8hX/SP6BB2q7SGaG8qiGvSvqvoPvCJkFMPanPfiWJcBsk46UaoMukWNhLF5AosOKZ5ldmwV/U5X2lRWsbVvY9/kvYE0qNcmHlGnBd2T88fjqur4l+mJwXVYw1AP70OrkGhhNNPWVaDrjtNjjJV2n/YoPizZUdCobNzJ2++34pal+k9Pi+fAq8S4fgQfuWJ59jzeDU8bdNxBhqDs/8QlaLvlfywO+Fv8N4pUA9YIgCN4eBMHNwJuAtcA5QRA89wrH/Y+PpNyKpOVQZZGUmFTF4BxKPlJqasaBOhzst5YeRk1voS3RwlE9R9GR7Kjts6brcIpbP0eHMbP/cFeqi8HSIDkrxwsjL9S+L5R7qJIJciWS9OP5Uw4bY6zDlgVzsrh5Ma4HRdujOaFx0uzXUd7zThynsTIVVF0+pGZa1NlI6iS7J/dw9/a7mbDGSRnCHaM7mwDfYLwcBQ+2N8VqqqntTNpjDBYHa+AlZKiP7j4ZaeKMGRjqgLR7BBm1Ewh4bmg960rfI5WYAmzNxszJdDDVF0ryZUxVjmWou7VVSKVlcYeT1JJcddRVrOk4BnydjYWHePuv396wahGCB2sGljtsw2BpkLyTp+SWGsDDC/05fGsWVBMHp8f87Hx+8YZf8J6V7yGhJvjqU1/lvF8IT9Wfr+vnse2jB0xsdD2foNoXkpZjsBTVYAMzypg8P8AtrOD6Y37AUumDOK7PZ/70AcyeO3ihP8dQXvRHayIDksP+yWgbnDpNsazl2FddMXHtLC1Jcf/1VEtH75uITwj8yGEf4UOLvk1p97sxVJn3/+79tUkmQEtSA8+cUTrTsNqg5sg7wnVluvbc1JQZbfMWyG+i+PIVvH/5NRSdItc+cS0vDE+5OIyXbPANijNMrpy6PIoJa4j+wn4Ct4lCRSSK2q6PKntYwQhIbkQu4foBLfbref+Sr+OMHc9gcZC7tt7Fvrz4LUlDIW2oBL4xIzNbn8sxUNjP/pJgh3NVC83hvMUd69bz4O4HY/3dLdfDGjmZ5Pjfkh+fy+7cAC3Nw8hy3UpeKKmSrVjJR3ifStokmiJFnsukrqCktnLvrp/E/gZZkjm+93i+ePQXqVQy6JoT0a2Hz8SMCcdOGTXp4Y4X8ApFvPFx5Kp+WjRyCFn1G4BdfYSAeuw736X84ga0nm4yrzsRSaEm+cjOK7P4DYNomZiEPk9UOVS7u3DyDk5JwdqynaDeLlHPCP1xIWa1wXNqLh8Tj+7AzTtIioKRLsP8E0EWr/eW889l9vHjkI/R1HsWRtZFThi4JQVr61Zy99wvzluVfCjZagJpLt5yLqiI52pie5JAUnEH9qPWg1mzieaFJdre+PrY4yVNo+WSS1CzBoGkU/jjIwz+/TUN+9QSRONsXj0bP3Q7GdHxCzm8iQm0njrduWvTlHie5KoVsW14LV6L/4x4JUBdu3uDIPCAHUEQzOxj9L8k/uXZf2FT8fdU9p9HxS+Qt/O1xKe0qeL6AaaanNGNoH6JXtMnOWXuKfyf0/8Pmjw1qIYOAzNloN+47kaSapKvHv/VBrkGQL5SZX6VJMhWREfteFMMNYDNOB9d81HuOPcOJsriZdqc0skmRHtyMYOU6/lYyd9zeMslVPovY284GLstpKvlxLuaDALfYKISvQ6O5yPJU+2adEb43t98j6+d+DWAmoY6qUuYpkXZirbB9mwc4wUu6fsHnPHj6M8LVrNJnZqYNJsHBtRhX0iyiysVuPm0m3nz8jc37CNpE0wSX8nL8iwsz+KjK6/BK8+n6I7QnmivJYfC1IvbmkmHXQVyg8VBVEnl6qOv5phZU+zfC3tzKKktPDU8QzUzhNXfFYddQWeyswF8fOXXm3jXrU8xUZBnvA6uFxBIot9lNYcmJbhk6SWRYjI3r7+5AaCGEUpvFmQX0a0egevJ9Bd3ARLbhgvsGBHf2V6VGuwvRJe36509JDWHjM4h7YdQKTeRTYr7sCdrkJjzLX62Lb56J0Ba7SZwWvGxeaT/EUYro7Vt2YRG4Bszeh+HExsQEwtfEix9vZZ8T34P90y8C9t8JvYcgdOCb82iZLvsK+zjR5t+1KDBHivaBL5JeYbJdj2gztkjDJb24zvN5CtuLWdg2H2RW3a/G9nYF5ksO55Pxj+E5S2rAdgy8RJXPXpVbYxI6SppUwXfpDDDM+H6U+PTQGE/A8UBulPdDePAD56/lysevCJ2jLNcH3v4DOaaaynaNi/mHsLtub5BblRLIJWtWGvQmpOS5DNS2c9oZbRhkpnQVNT0Ru7d+/3IsSBcQr556jdFpVFvhC3ODzn1zlMb9gklHxU3/rnc97sy5RGdjjOX4u4X168BhBWGq8l08X1Zr+d1B/fTfNFF9N34/1V/oJB81KISL/kYeAQSKw+h+0Nvx2k9WrShXqpgpFG0GRwyfLcGJAHcosSsz7yX2ccOwNy61YVM9brGMNSBXWH4xTSzPv8hOldP4gyIfbSUV5N8SE1tIAV4M8iYgipDTSDh5i0W/u63dF15Zd1vaCLwwRuOFiED4bxRfu455n1gNU2Lddz9AyjZLHIyWdsnZKh9K97lI5xYuGUFKbCYd8dPyJ57ztQ+Ox7G/sW1lH/zg9g2vBavxX9GqK+wfZUkSSH9KAGJ6v8lIAiCIL5WMSBJ0mzg+0A34APfCoLgXyRJagV+AswDdgJvDILgles+/xWjP9+PITchFw6v+RiHACYEk5qUnBHEyZLMwuxCtue2o+qTBEEQYf7soECi71ZemrgImBM5xyP9j9BqtrKoZRG/3/37hjaEhTMSaoq8k6NQcWlPT4ECzw9AmgLqYVIhwERJvDRbkhr9pc2kFv0jG8evjLTB8XwKiV8zZJ0CHMe+qqOCb2dJGeLF3542CDyDyZiXriguM/WCnnRG0GStlmwZAuonh+/Hn/0Vxu1/iZzD8soMJ29mVxlgPgPFAZQgRXtqSgKRNgwCX51RL1r/ks87Ixw3a1Vkn8Hg9xRa7gOicofNY5u5/N7L+djKryASTIcjzG4IqF8psTHv5AkIuHDJhVNtqji8PFLE7H2CJ8cngbdHjr9vx31c/ejV3HLGLcxKz2KgOFBLcMxXXEq2x02/74eWeEDt+D4BUwx1q97H51dFHWp+s+s39KZ7G9oH1bLhzU/y6UdvJcPrKaNScMbwnUMJAnhos1gy7m1qJyG3MFIoRO55ZxqYXdN+PJeuOIuzv/FHuprE5KS3JYmS2MOO3A7i4s4td3JP/5/QWjW25sTQ08hqqvhWN91G/CS1fqIrqzneveI6rj7ukw37mIqJHRTxKeN4fq2AShj73MfQOzbznS2/5nJDVEytB4JjRRt3ciULZsdLFdxgqg2T7jAfWHENb3/yjyC5NXlHUpvSH0/3ovb8AFvdxl27f0Ny7jMMlQXrZ0htwCSpKkNtDZ3JktkHxbehDtQPlga57vjrSGkphkfF58ctaufxQZfELCi6RZppdNAp2y6SUmQo9SOSc8cZLM1FTicaEn1lSeaaI77NR2/bEbv6VD+5GSgO8OnDP82hHYfWPgtdPipeKXb8DOOt972NoLmLSkDDCiBAX6aPU4zv8NRA/NhgT/joTS5NK1spVPXPDWC2OISiBTil+BUTSfbRmgKcSQlnv5DmSbICWkow1KqJNakw9FyW9iPXk5i1uvEEnkP+ZZ/MigD9dW+nsE8DrmmUKuhpZNXHK8aMLZ5D4Nc9YyUFBp4X/+mYWnHLP72J/b/oYu4hW9APbTxFUC4x8mITnQM5JAncoWFkU0fWghpDLSWakdUgXgcO+JW6xMaxApqug1636mk0MbIhw8jZl7PspQ2RvnT27GHvBz9E75uWoLUaOPsGUGc1uprUGGor5tmuY6gDT8LL50mcfkjjPsObGX4hQ/mZ77PonPfG/o6/VjzzzDOdqqp+GziY/3untdfivz584EXXdd+9Zs2a2EpwBwTUQRAof8aXu8AngiB4VpKkDPCMJEm/RSCGB4IguE6SpCuBK4HP/Bnf858eYrCX0FN7eGFEDKbTAbUuJVBkBc/3UOTGy7SkZQk/P+/nHPeD11PQclxw9wUc2XNkrYgGVBmYzEaGKv3ExUixyJb9RX608ceMVhpdQgpVQN2dmMf+nBNhqF0/wJ1czXcuex/vffhsPGWMt9z7Fi5bfhmtwREANCd0UrqGrOUYK0eZB8cLQHYYtLdidA+xNz+XlJaiUtZJVQGLpsjo1mrSQdSuzfF8nPGjuOrUc/jK+o8x4m7nmsev4Y1L38iSliUUqgNjtsowF2KW6W3PAg2em7gXsy/N/lILktdCa2pqsE7qKtbgORx1yvGx1/HSZZcyPJ7kqYk72Ti+jiF7O6fOPbXBOzuhJsB2cTwHTWlcmg1B2L++9CUSs2czYZdY2dwoD2k1W1mpfJr+cvz88uwFZ5PUkjwx8ATPDj5LW6KNZa3LkCWZDfuq81XfxPLjM+lLTomSW+JNv3oTFy25iMGSkM74fkDRdjlhSQePvezxhtn/Fut/7PkBGZYi6bsYZ5Txyhiu31bzoA4jraVj5RIiyXWUrbmNwEbUxHFAgO8IoPX7TWJsuWT5eTi51VyzYSOTZbfGPAO4gYsWtOBI48hqrsa8TpQclnaLCVJbSgffmNFK8tF9j7Ih/zvMLnh0QFzrejBrajJu7khObl4Ue3z95EpS8xiaHHm5p+rAbMXxIoB6v3QvRvte1o/DiiHx0q8H9WNFGyd3OIvN+DZ4IaD2TXxfwvN1AjdLGY9StUR2MtQfx1TfdL2AfvNG9gxYKEkYKO0VDLsrjknqKoYqQ/EQstKC2Da4iDa4+WVopGv3zLa9gkF8zwkLeOLOmT3BR8ujpJf8PaM+SFqWijdKixz1vF7RtoLAG4kF1JZnIaPhj59IT6qnVnU0jNDlI8Cn4lUiPvPPDz/Pxx78GEPlISTNpOS7LEk1XnNZkkkZJmVnBmbVDZBUKG0bxMpsBmgEs4UhUSWwHG+HmV6QYdGlMlvuasPdv5+tRx9D6zvfSbvZJBhqRSXwJQr7TLL9e4g45XsOgRdXonDqAAAgAElEQVTg7B9g7PbbsXftQtJ1lNa6wkRaErPFQWqN8dn3HdoPKtBy1XfYctFHqYxpjH/q63TM1kl1TDkABbKOW1bwR6KSD78sJuDFp1/AHWvCSY6jtmWQJGoaaowMzfNLmAu7I8cDdFzxYVJ9Mvu+cSeFZzaQe2wzbe98B1oIis0mcR2DgKBUQkqlGo4Pmf6RB/dQbPNx3IGIRZ+STtN57lKSyoZoAzyb9oMK5LPnMnH3byis3wXSXTSdczZyCOxHNovVhhnkZH/NUFX1293d3cs7OjrGZVmewVPxtfjvFr7vS8PDwwft37//20CsfukvNjsKgmAgCIJnq//OAxuBXuANwK3V3W4FzvtLteE/GpZn4fgVpN4beWn0JS5deimzM6JISwioz57zVh6/7PEImK4PjVZQJ9g9uRtdbtQpt1arDM5kz1VyytiMc+2T/8BQaYg1XWtqxRBCDfUZs95Opf/yKKD2wvLMKgm5DV/bzXPDz1FwCkxUl3Wbk1qNUZqMcRpxfJdAcim4I+gtT7K/OMDcprmULI+UPgXEZgWvJ1U5MXq85xN4GVa1r0XyMuTc3fxk809qBU1Chrq1Wi667Ma0oQo+LL+EmtrCYGkAz85OA9QKzsRRLGo6JHI8wOrO1SxPnYVbnM+miQ188dEvRkBCUhXXIc7zNgRhhpxA0sYYs4YiDLWmaHTrK3HtTOR4gMuXX87fHfF3vHn5m7nn5Xu4/N7La9te2CtYH1NJ4gTxDHfI5nUmO3lp9CVc36Un1UPJ8QgCOH5ROytntTEwrkRAMojJ0VLpw3zh8Bso97+RH++8novuviiy30zVFh3fR5IdUloaBQNX3wmA6rfS1WQwUrBpTmqYmrBSBBic5vThuxkOk27g86u+R3nPO/jy0x/muievY6Jk05wQ/SlJEgqJ2PsRRF+kFPEMvDgqmLiI/aCmxPqqg7gXHrn0Ef527g8o73kHVz3+ce7b0eiekFATSMigxHuje4GN7wgw/9zwc6iSWnMFAgGowWO8HM/mecVlnNx0Fca+v6dXfR137rgZ2dhfd+yUVAHZikg+bN/Dx6ZZF9/58uRL1XtB7JfSRX5DKj3O7sLm2DZQWkGXfRnlvW8nq/bx6x2/ZtKerEk+lnZlyB4gN6FYLXqTVtqQ1DyyNk5W74zs9/TwQyjpTbEVRI/oPoJFxusxCmdhKAa7Jnc15CVkTCHfmakNBafAUHmIdrMTWctR8IZrsrz62GzfTllbF3sZfDfAzqvsunk9Xi5H8yWXoHbUsdzFYXoOz7Hwo6tjj8etgGqgdXVTeWkj3sQEsmmCUQXU5fGaNd9MLh++C9amzUIz7LmkTzwRSa57LcsyPcd5dJ8f9foPPaSVpixy0qA0rFPePkygZabs9hBgFMAfj3GMqoJZ6+UdjG1JEdgWentValED1E10HTZJ9pj4PBOtu5vUyrnIuk/5xc2M33Ybfn3BMqMJWRW40YuxrQuq+3pFh+JeF2dgAK27EbxLmkbbyUswm+MlH+kei5YLziHZK5F/YYCBz32ucbI8XAXUcUmNf/04uKOjY/I1MP0/K2RZDjo6OnKIlYX4ff4aDZEkaR6wGngC6AqCYAAE6AaiI/F/cVTcCkmpAwKJZrOZzx31uVomf7paUORAxSMe2/cYb7n3LbQFR5Mtnx9xVADQVJXA1yjPAKhd38a3xXeu7V7L9878Xm2ACDXUPVkBXgqVKEOtpDbxvc3Xc0LTZ/FHzwagO9ld85xuSek1Nm4yxus1LPLQZgim4KJFb+Mn5/yEouXVLOtA6Kj352NkBl6AktrK40O/pXX0H+iQjhRtrgKgYpWNCy2+4hI8narWs8PoRZI9PrbyOgr95wkmsxoJXUFSx9k+vjNyPIjiDjlrgsqe9zI/OxdZkiNLw+F1GI1xZggZ6lajF1nL8YW1/xSRRACMB89SluOlCjkrR1+mj88cIRZiupPdNWu4F/pzzMqatCQyeEEltmpl2Ia5TXPJWTmuPOJK1navrfV7ylBJJ3x2+T/lmcGo9tf1fDRFYknLUtzJwyg447FFYNJafHU8Id8R3utJuQ2oMEs5nqw2i5W9QtrQmTHYmdvJj3Z9EdncEynuErZhdnouvt3FrsI2bNelaHsimbAaupw4oB4+KXcQBDLj1jhLWpbQlWz8HXrTRu4eez9781FXBEVWhOTIS4Fc4U/7/liTdIUhSZKYPMmVWGbVx8G3BZjdPrGd7lR3w6R6rGijtz/ALybeHduXtp2mN7ESU9WZsPfzx6F/R9LEJHO0UAXU+pRDxvSEPs93QQroSfYBsLu4me5UN6UwJ6H6bCqtv+GJ4o2x19ErzWGeLvTGWyef51N/+BQjpZEaoM4mtJq3d1xfhFUkuxJ9SJKPYg7QYUbvp59u/wF6y6Ox1/GNS9/IfOV8NLXMzc/fzDl3ndOQAGlqMkqQmLENoQa7O9mHrI9i+2W6k1EGdYf1ML6xLVr+3HMIPNAz4ju12bPp+dLVSGrdhLRYvTdmKAyTWzfAzrscOj/xcVreLPIytFk9YGSE5KM0htwiXm9xgDpwbPBBnysqymZOP4O+G78R/SI9LVxDpofvktuZYOiWn7Lg+g/SukRcJ7V3LtSByVqVwNxo9BTVxErRBonuc+cz++2HiUlBOBswxRgdFOOZ/snf/pbyhu0svWA/yTXC6aWB6TdEYiXEV50MGWq9WcUteCz63W9p//CHIvvZ4zZOLj4psTSiISczzL0wi2KA2tk5VdkxCASgVn0C2433BP/rhvwamP6fGdV+mxE3/8UBtSRJaeCnwEeDIJih/mnscX8rSdLTkiQ9PTw8/MoH/CfGivYVZKWlSH4Tm8c2NxQRCBnqjWMv8emHP82+QjTRYrg8LNgrbxYJWQCO6YAaQPJNrBkq9GlSBr8iwOxgsZFZCBnpraWHSC64gYlKIxj1/AAlsYff7f0FGa0VTxKDcU+qh/Gqhro5odU5Q0QZwbBEcnsVUIfOEAXLJWVMvXQG9dvYnYzqcV3fR8s+wx3bb0FXZYq+kK2EAKhouSiyVEsqjEviCt0IuqrgYW9uDN/N0FIHqFO6ijnrDm58/trI8QDXPH4NT+RurXlQdyQ6GpJDYarIzmg5+tIK2eFmbRaSbLO8dSkLstGl9Bet7+EkH41tw9l3nc3Xn/o6FbfC1vGtDUzaC/05VvZlayWv67WlYYTgYU5mDmW3zOXLL2dh80IK1UTOtKmSMXRyxq9ZNxRl4+ygyJPeR/nNnl8gJ3bRX94SYdnFdYhn2MPCLoZiklTa8L0kve47aDe7WNkrZB9dTSa2b/PC+OPI2kTEOq8iDfCSfwMbco+jtz1Eyc2T1cXEprmuP9u0BTiVeLeTildBwQA3y9qutfz09T+NSHRMTaISjMUy7RtGN3DDMzewtfAkqbnCQz6O1VzbfjpeefYMgNrGdwRL/q6D38Uvz2/05hVJiQYQ1CquhhEEAa6yl93Wn/DSj/Kk/UXxeVU6M1IQ1yxjZLhkwQfxSvOjDHV1otuTEitm5/a9l6uPuZqi7aGrck2ioskJ3BlWPGxGUIwRzFk/5uf9Ikk4TErUFRlTk2kzZjPH+nhDefswQkA9p6laIGf4VE6aFV0BzejpmnRmeri+cDApdd7ATzb/hDazrSHRV5IkUt5qTk//W211sD7CSWZnQoxPJ3ZdGJGNQHVlSbaoTJPO4FZItNukeyoggbVpU0OBEQAKwxT2G/TfsS0WCDqjRcoDHok1a2ruIGpPjwCgVl4UdukQ18grRF99gW2jZhSMZYL5dQfjJV8jGwx23vREdIPnUBw0yD34GFpnO26l2vcLGpnkWkJfjEtHUK6C2XnzxG/atQVevBPal0ztZGTY/XAru750a+R4gLFbb2Xs16LaqDM4gtLaKpj6MMwssiru47hqiUENUCu1IjhqS3QM2P3NRxhaF3WkwrPpf6SV0dvvBC2BM1FpBPTFYahMTHmCv8q9qEdGRpTrrruu45X3bIwTTzxx0cjIyJ8jA/5fH39RQC1JkoYA07cHQfCz6seDkiT1VLf3ALHi7iAIvhUEwdogCNZ2dPw/9/2fFZ8+/NPMkS9E8Vt4cM+DvPv+qWS1EFCPlse4b+d9DJWizQ9lAmW3SK5aeCUOwMhuD1KQjHwOcJR+LdbQOaTUJr6x7hvcuG6KbQqTEjXNQTGGGCs1AsEQAGmyzoS3Da3nh4B4aY6XbHRFJqkrJNQEzcEaPCuqf/S9JIf6N3LGLOED/bV1X+ChPQ9RtN3aNQDI6EkCqVKTmYRhu8I2z1BMKolH2B38jFazFVMVA23R8kjpCt2pbvo4D9+K9rHkdLJSvpLDO04C4Ltbr0HSRiKSD3xjRkeDileBQEPr/iF3b787dmKzsOlgynveUiurXh8r2lZw5RFX0qELR4yf77g9Vmesy0k84vV5lmthqiZn/PQMtk1sq0suddgxUmRlb5alqVPQ932hwXEijGWty7hoyUX0pHoYq4yxeWxztbiPAAAZQ6U5kYBAniEp0cJmgopXJDVPFCGJuw5XHX0V95x/T+Rz1/Px7RZWtK0grbYhaSOMFi1aUzor+wR71Zkx66QKlYjkwwkmGQueZ6i8G6NT+LenFXG9mxNToPi0zg8xsffsyP0EoEoqCgkkLxtb8AjAUGYuob5lbAvfffG7jFh7kE3BYMc9l29c8CHcydXx1nmSA55JWu4RhWmmSb7Gijb41ZWjaaDe9QPUpud5ZOJGZGUK7IZa9JChTqg65867FN+aFdFQh6s2fek5uMUFtGiz6E33UrJdUvpUWww5iRvE349B6694wflnqKbINOlNJLUkk2WHpoSGJEm0J7PYhQU0m82R40uOaPuqzoNxxo7DyR3KYd1RO7K0np6xaNNlv7qM550bUH1x/rh+aDaTlMpmbKGfcOK5svk4yv2XcMH8d7GiPdoGo+qEFOlLp0Lv0RO0LS+iJmXGf/gj9n3myobtWDmcosLkphLeZBQQ+7aY0LpDQ4zc9E0AoRsOJR+lMaRMO0azj6xEWVFZ8Vj8oQV0fvxjAOz7zJWM/fCH0e9xNCr9cS4fgmWXdZ3C8zsYWp9F1nyUvsbroLS0kFnViyqNR6olGl0mSy6r0FytSrjrx2OU9tlw3jendtIzyEqAN0NyZlCxkFSZ4RfTTPzsFxH/Z4wmjKxH+zmHoLZHx9jkEUcw59ZbSc4S/bzv05/BHYl6Xsumju8A0+wR8Rx8T0JKJNh1xzilnaWGsuUMC+lTelaFvreuRKoH+6/CGB0dVW655ZaIMsB9Beb+4Ycf3tbe3h6vp3stgL8goJaEPuEWYGMQBDfUbbobUW2R6t+/+Eu14c8J2/VRAzHY14OPUPLheQL4xIGrkD0p+SMUlPV0p7qZlZ4V2a958kPMky+O/f7wBZBSRBvqXyr5ikPaUGlPCkZxfFr5ctcLwaxBwRdJj53JTtJ6mlzJoTkpXpqSJHGo8RHcfPRF5HoBppKm1ZwaAPN2Xnhw1wHq5kQGZJvhwrQl/iqoNxUDFLFUWP/SLFgCmLeYLSwxLsCzosof3zNpUw9iQVawJeNOP5JabATUVc/dmWzKLNeCQCNcYYt7cXenOnELK5BjJjfzs/O5fPnldGqC9blt83cizCMIqUIgRSUbQRBQ8SoYilGTDYX304Z+0W8H92bpTLWRy6eRiLoZnDznZL549Bc5vu94NFnj0l9eCkxJfdKmWi1qYlCMke94gQBqHXUFSOKuw0zh+gH2yOlcd/xXObTpPAIkdulfoTWlc3BV8tHVZNRWPBKGG2Go3Wob+jJTbjIGoj2hDzUIL2o/gMF8tDjMrX9zK6vNj6CPvgvHcxommWEkD+DHHYIwoy6JNm5ikdQUwIvV/lZ2fBx79GROSHyVbRPbeGjPQ7VtZduj7Hgzan8dz0eSHBRJx5DqEs98IW0YLYrfbKgyY/Y+JHU84vIReAYrlI9y/KxTqPRfxp7iVnZN7qJoeSTrchtMJUkg2REfad8PCHDQFKMG5DsSYjKbK4uxASCblBkJnmTLeNRO0qANa+h0jp11LMnyycjGEE3J6AQoo6eRlXhALSa6KhqCiYxbKUglS2y2fxLbhp5UD6fPPZ1ucwlecTEo8XIpU0kixenh655hNSWeuYZiJFW5R00DHcNqBraLpEmU163D2rSJxOrVoty22VTzoSbRwoJLddqOjAJJPAcUTVQ5rEZNplAXctIk8AKC6UXAPGGbJxkG5W1inE922FCXkAigtrTQ99ELSLUXRZvqQvJtlJSBPmdqFSA45pON55BlZEPFL8frj/1KGVmTsPNVB6xpDh3IMnp7io7XzYmCbUBtbSV15BEYLaL/io88QuBEpR1y0sB3ZPCmXwdRelw2k/h+2Jd1bRgRgFrvSJNZqCMbUdLi1RSf+MQn+vbs2WMsW7bsoIMPPnj5kUceueTcc8+dv3Tp0hUAp5566sIVK1YsX7Ro0Yqvf/3rtRu3t7d35cDAgLp582Z9wYIFKy699NK5ixYtWnHssccuLhQK8TY8r7J4Jdu8PyeOBd4CvCBJUlgI5rPAdcAdkiS9C9iNqLz43youvudiJvwFtDinM6A/N61kuBjwXEf8Hbe0HALqwO4AEz546AdrdnH1kdCU2MQny7N43vs6auZQXtfxPn6897ONYLTikjFVmquJjblKlAlDdtAVgyZNvCyvPfYrgCg8UQ9gsgk11ofaYpy9/IoR+0JKu99Fcs4ttJmdON5IA0PdmsggSQG7xyfoyU4BUqcK6k01jV4FD9943ZQ+sB6YS0qOkhdlgCrBMCPBBtL6eVQGzsPs+TmB0xxhqF/Je1jyNTRMXOCTaz8Z2UdVXZT0JvZMLmR5T6NTx3BpmHFrnETQgz16AumOx2vJofVhyEmQhXuFqU0xhaFsxVRNupJdbB3fytnzhaY99G9e3JXhqb3bkFt+z46JVSxoacxw93wPWZI5qO0gju89nt353UiSVJN8pHSVpqoHc5x9oFMFs0ktQeAmkdQSKzuiS/mP7nuUn239GV8+5su1KnNQ1VADqizTZc4jcNPYbpKWpE5nxuSrFx7C0QvbSFbBgKE7TFYa7ymPUKowdR/rdADFGogD2FC8i+Tc3zIwcTS9zVFnA9v1MeQMG8c21qwD6yMsshPvnyyeS9WfmrzF9eU3XvoMybkDlJ0jI9/t2AKETtijPLr7gQY/8bFqfkJQrSoZAdRuALKLJusk6gF1dRIVJiUaqsxVz3wMo7MLyz254Ryur9KjraEv04us/5oHh27jTYUTKNl6Q25DUk2BL9pQP/aEBZd02UCpssOhbCZXdmre9NmEjtv+fX63K8WSlrrlf4RFnz36OuY192E2fw8ndSeKeinQuNKVVJNCbhE3xrkWga+h00QRIlp4gHTCY4d0H1vGT4i04cieIzmy50juXr8Hs+82PvKna1i/cH1kQprSMsBohKEOKiW2/aKLtoOKtB0C/b+jsRhJUaw8yi0dgBOv/bVdZFVG7RJt77jiwyLPJWSofVdYzxnZWB22k6swcPce2pc9Tc8//iMDf/d3aN0xK5lJwah6xSJqvR2dL/yXJdNA6xT3dPeaXARQA41e1Mmpe8/aN07uKZmWN1fo+cS7GLj+FrQjoz4BsqnhV2L0y1QZ6hYFLQWoKr3/dEN0H6MZd/8gcj6PkmmUlllbt1LZtJmmJpu2k/oY/eNAY3JorQ0G3qgErgXa1NgQOBaBLyElkmhZE3u4TNs73zF14PAW0NN4qUWUXhwgcdoYamv0uf+viE/duX72lv35+GXq/2As6c6UvnbRqj0zbb/++uv3nnPOOYlNmza99Mtf/jJz8cUXL1q3bt2GZcuW2QC33377zq6uLq9QKEirV68+6M1vfvN4d3d3wwO0e/du87bbbnv5mGOO2XXWWWct+P73v9/ygQ98IL7yz6so/pIuH48EQSAFQXBIEASHVv/cGwTBaBAEpwRBsLj693+7TujP9+P6FRKSmJzVgwBTk5ElcN2ZM9DbzDZWtq/EswT7sr8Yr40rpn7FJu/myOdlp0xeehFJzVG0BPNTz6Tlq4A6ZARz01wRPD+AQCajZchq4jfsKwjLpPGS02Bn9mjpS1RafhBhd+xglL3BvUw6Q0iqSKjJamLQrl9a7kiJl/XeiUbmw3aFM4ShGiRlMXjVy2PqtdgPlj5GOfEA08NWX+ZF598oexNIWg4CmcDNxEg+zBkBteWJF7dZBTCh5KThekkFkrO/x7PDj0e23bnlTi68+0LKjoeij9FsNMd64pqK0GpO17zWXEIUg950L1kjy4JmocHePVZCV2S6m0wCZQyj8342Dr8cOffn//R5zr7rbFzf5eG9D6NISvUaViUfpkqTqQlP8Jhy06FVW1Iz8Sq9dOqLY3Xg+wr7uH/n/Uza01Y8fB+z94dc+8Q1uORRzEF8X6olh77x8NnMbk2iyRqLmhdhyAlK0/xiQ5Y8rSXw7VYOzp5E4IoXaz2gltUystlP/0R0FeCLj36R3fbDSInNWJ5VK/leH2k1i2kfGkk8hSmGWnJaIZB436r3xcoJkmoClEoEhE2Ui+htDyCbe9nm/ByY5kFdlWyYfg9m4awG9w8QYFaSHFQpTO6Epeo7as/TSPV4XZVJaUmISUp0/CJj/jpKbo7EnKoOPNVDwXIbGOrZ5lr00XdF7nfbE1VUNVlHr7LDbznoLeL3laYAdVvKJPD12KJNebuApI4jSz751J0A9DZFmf73rnovieFPzchQi+dStOHY3mMj+4SEQdyqSxgly0NN7gSI7csPLL+W8u731CwJw/CLOdyyQiAn0ZLi+Wi0zBMMtdwu8je8mKRCLR2QmJ2uOVKERVEwmsApCSY10crAQzaDv4o+117RobgtjzcxUUuGbPDBrkZY4CQC6j0HJOHioXaJsdmxk9DUFznHtg/+E4PPNUWqJVoDk4w+F+BN5HBsAVLV7mhfygkD33JjVwF8q4KsgJqWwXXxxqNlJTyybPvqU+TuvjuyLf/gQ+z71KcIXBs356J2dTYmh1ZDSZpVhroR2IeFZaREEq0lReCD0lY3uRvZDO1LsAo6e/99H5UNL0XO/WqOQw45pBiCaYCvfOUrXUuXLj1ozZo1y/fv369t2LAh8tLs7e21jjnmmDLA6tWrSzt37nx10/7V+Esy1P9jo+JV0H0NVxOTvPqXkiRJpA0V29ZoNVtjwdX5i8/n/MXnc+wLoiDLTc/dxPtWvS+yX6CMUmR77PeLHTS25AXIazOnBoi8JSQfnclOlMpSbLOxG13Px9p/Ad9996nc8ew2AP752es5f8m55EoO89rrKlDJAchFCpZLxqz3DRaDVlIzMdrF70hUgXGyjqE+rPtgbn70BMZLjUDS9QPKe9/KFy89iY///LcA3LP9Hg5uF44zJXvKLUSTEhRj9MchCEvpCYz2B8MWR3yonclDOP2gtbEFIK47/jquv3c/OUXYrK0fXs8JfSc07NNSfXHH2bVVvAqarGG5oGReZCg+z4uTu97J+he2VDWvU9dRkzWuWH0FqztXs2V8CzkrR87KkTWy7B4r0teSQJEl2qryneFivNOILuvYno0XeGweF0uYhSpjlDZUMqZKaeeH+egbTo4c77kms/Wj6U33ABJD9tbY3xBqoKfLmBwvQNGHGSq3IgdCeyyreVrT0QShu95wF2+46U+UprtTuCpZZRZZM4XvNjFpj9YSZOtXTDrTWSTZZe9ElGm/b8d9NHsn4IdDd0yefLPZgjn4jtgENduzUSUVy1VQpdaGUuT1kdFTSDHa3+HSBEbnbwkGUuT9HSBDszGlMQ4Z6tlNcxgZ74rISZw6MJtSW9Hdefgk6c6abB8uMlpNShSAOo0kT0YrJSoDPGvfyI78wlol0u5UNyV7X6P7TqKXyoQX0eRbjo8kueiygUkPbeopHNwmnslc2WFJl7gPW5JCQjRejt6P24qPkl78TQbLU3aZ0xN9AdoT7aSU9vhKiZ6F7Ku0aAfznqOXNhR1CaM1kQGL2DLu/7r+X7l94+28sy++kmIYCU2MVdP7Mqgmx0lmkvLAJKA2spYhQ909H8XcBjET1fZDgVkr8KsM9cBnP0vzBefXXDFEA1qwJ4IGiUkYoQZbMkxyd9wBELGLA9A6m0n1+tF3je8w58Qx+MT1lJ8R74nRLW0k5ejEIvACPEuKVEv0qzIS2TQYqVZ5lPXoc52c1wSqC54H08Du/H//d6QHv0zuXvEuyz/0EC0XNy48y9lmYCS26mSYlCgFNrl18eQTQPNpa/C1x8BrfG4lHPpOyGGcfhrDD/+YwAWnvx+9rzqxGN4MC05CtoTLSVxi5H9VHIhJ/mtFMjml1/rlL3+ZefjhhzNPP/30pkwm4x9xxBFLy+Vy5IbSdb02+iqKEsTt82qM1wD1tPB8D8d38AOVJmUeJ/SdwIl9jT7LGVPDsk0evuThA56r4ngs0c/nbUesjd2uyQm8mMShmmTE12jlME6fa9dYTRCSj+akzsLmhXSWPoySTDcc7/rhEr1EWkthT6zls+e+ExCSj9XJKRCQVFNI8ii5sjMNUIs2mKpJZfD1nLF2HNsVA3q95OO42auxh89istj44nZcn8BtoifTRYu8GNNaxSVLL6ltL1oubSkB7HU5SUGqRCrThTKBjJ6kMnABul4ibagYat3Stq7gV/qYYyyNndwc13scX7f/RKfZxPK+0VjXgraUeAHGJTZanoWpmIKhzp3Bl86KLyDTk5xNYI+LZMy6SGpJ3nPIewABOopOkaQqfvfusRKzW8W/O9PVxLQYAFNxK4Lp15JcuPhCTp93umivNWWb15TQIFBj7Rxdq43jsx9jefsyvIljOahjXuxvCGUe02VMni/KyJuKyRxjGc7kCuzh02lNxmTcI1YwytMYQaewgnPbzqY304M7sYaFc9oaEmTDaE2Ivtg9jeUKgkA8F4FKq3cCh/WVuWTZJUyPhB4vowJKobkAACAASURBVAL48OoP8/5V7+fybz/NEulaPr72mNj9ZnKnmKxajAWBSlvlrSxf/jjLW6f8gceqGui+FpOdE/3k7XyDc4rj+ViDZ3Hpmvmsf9mkdeyTGGmD1pTPnrFyTfKhqzJpPYUkj0QLu4STTM2ktPsdHLFiH6ZqUrRcWlNTE2VNL1PRX2S4dDgdyanJuO35WCOncdSyJdy/M8NC+W21saVB8pHUwDMiq18wJZ0xFZOrj/5SxIUojM1jm7HTv6Fg/01k22XLLuOnjyo0J/q4eEn8+NiSSBOMS+Rj2lC0i9ieTdnxsYZP45pz4vty/fiDmD33ULYbvyOoWmTKyRRmZoDMaediLK/zei4IQG0efBhLzrsNDovxYHYtUE1kw6D50kvInHKK+NyoA9TJVmRTxxmNcbdwxDMimwatb30bWndPzeKuPlLL55Aq/BamFTvBqz5jioa5bCmZ2WXaz4n3zJYzGXxXhkIjYA2qsjHJNOm59lqcffHlwdPLOknPGYmAaahOAhKQXa5RSp5A5uTopF5KtYAMfiF6HXyrgmQYSF6ejrNWoRx1aWwbUisXw7aKuO7158YjMxeYN4/201cQDO2ckoxUcoKVb1+CkntRfN+r3OUjm816xWIxFgBPTEwo2WzWy2Qy/rp168z169dHb8jXYsZ4DVBPixDM+p5GSm/hplNuiuyTMpRaYZK4+Maz32DD6AYs9wIOzVzK6xfGlwA2pCR+DDNbq+gWaARWL9efdH3D9nzFrQGxtKHWPJ3D8PwAvf233LZpD63yWVgDF7Gq7XCCIBDLunVL7CktBfI+cmWHvjqnovoXt1dYxvlz1tZ+c31SoixDa9pnINfIKDp+gNbyCE8MZDG1FJmhdzdOCqwpt5AwE396ZTovsFGAjJHAmTgCB5jd2siEGaqMrBbZUXiBstvbUFHN9V3+uPePFLxxOrQ5sX0JkDF0Al+L1d2GYNZyPDKVs3jDotfFnmPU3o7W8igVp5H9tj2b4fIwbWYbS1uXcsNJU/rC3aMlDpsjLnpXWryEx2IAdQjqAa4+5ura53nLRVdldFWmyVRRs8/wo60vsHbelQ3Hu16AKovJhlxZzpp0FOBsHJjkX38v2OdoMl1om2eQ0Ewq/UIiUL9SEMaXHvsSw/ok2kSjDtP1fDRZ2Lo5ucM5KL2MHcNFstUE2TDCyUb/ZKPnreu7+IGP72sk5OYZ+zKlK1S6/57rn36eT6z9RMM2SZLQFA3L8RqsF6dH1swIZ4hpz3iuak+poONVuhr6EmCsKMBJZ7OHNv9a7t4WcPlBl9W2O55P4LbQm5rPRnUQ2/Mp2i6tKZ2MqdZcPnRFroL6SiQp0a9btfGKSzm+VdjVlWyvQYplSftJzr6V5wYP57T5U4SA7fp4hWUsza7iYW1HbfLh+QH5iismZkwx1HGrNlaY3KkaXLjkghmv4+bxzUwm7qHgHh3ZdsVhV3DX7x9Cb5vZhas5KSpnxoH6ilfBVMREIhg/lTcuOyv2HEOV3ajZdZHx2i9VGepkGtOw6PvC9ZDbA/d/Ds7/N5GUqGemtMeVqORj30MuPLOJWedBz9VXT20w6jTCiVbkVAJ/X5Sl923xmWSapA8/nPRxUdlL7XxuWQBope6V7TvsfyaL8bO7aTn3VPqOHYeVMwDqdAZ/VIsw1GGio2wYgl2fIQItjZ97GdlxGhInA99n9FvfIlkaJpk2mX3zv8UeLyVbULQgPrmzYgmbPc+i/W9WwmlvjD2Hk6tgD+okHatBKe8VS5T2mZhDQxhzuuk7dgTCNo5UV+M6liIPicTNOFD/aoru7m5vzZo1hcWLF68wDMPv6OioaWguvPDC3Le+9a2OJUuWHLRw4cLKqlWrXt2zj//HeI2mj4kz552J5HRFyg6HkTZUCpbL5x75HN/fEF1y3FvYy978XiqOJ8oAzxCGkgDJrXnLhiFLMthdBF4iNmFwsqqhLrtldiU/z173dw3bXT9ATW9m/fA6VEUMPY7nU7I9bM9vWGJv0tNISiXyPX5N8pGoHR9qdtN1S8ubxjZh932WbYWnG453PB+j4wH+0P8HNEWKLF3XJyUK/XElwiz6VYY6bUyB5NZUIxMuSRLJpp3cP3ZVpJhH0SlyxYNXkJefI6HN/OIWiY1mbHEZy7MwFIOy42GqM59jR/FZzO67KViNE6Qt41s486dn8sRAo4/sRMlmsuIypzox6s4IYB2nWQ1dQqZH0XLJVK9hU0JDSe7g8eH7G/YJggBS6/nx0NvYNbkLTZEjLDrAT57awxPbyzTrbQ0V60BoqEWCqYmmTL3K4gD1jtwOytLuhiV23w9Qmp7i12NfILyEjuuzZ7zErGmJh32ZPpqCgxme7mNdBXGBr6If4JlK6CoBHhMxAOhnW3/GTc/dRNnxDng/HNG9Fnv0BIp24zORtwVDndYTsZZ6Y0ULRZaYnRV9OT6tL203QM08z7bCUxiqjOX4tVyCtKmSr4I+XZW5dNklOCNnRfyTXcKJrrhuYcJoyXYbpFjNVVA3fYJmuz5KYid5d4iEJtdY+LBYVLYGqDUq+97ImT0fiPxOK0y0VQ5sPxYmiJamTdD8wCdn5ag4YoVipsgmNApbP89bl1wRbYNnYagGJbvR3WR6NBlpJCmI5BbIik9mdhm9u6pzd0qw61HYfC9s/a0A1OkOAjXNnj+0krv3N5Fz2xMBzmSM88U0yYecTOLbAfiNz5WMg96ZQk6lOVDYEx5b7+4kf/+vGjd4DpN7TCobt0BmFhz7UVgZD0bldArf16DUmLLkV1nyV7KSK+yw2HJLmcrmRseVwLIY/ud/ofzyGMTkp9TCbEZW/ZkZatMUmvMDnGPy0Q3sfrAdP9/4bDvDOfY+YFBe99xUsmIosclV3wnNc5Grz6X3KgfUAPfcc8+OrVu3bnjxxRc3Pvjgg9vCzxOJRPCHP/xh65YtW1667777Xn7yySc3n3POOXmA/v7+F3p6etylS5faW7durdWA//KXvzx4ww03xC9tvMriNUA9LZJakq+d+DXkyooZX9xpUyNvuawbWseG0Q2R7ZYrQJjrBw2OD9Mjq3UhWfMigHpxy2KsnZ/AKy1kMgZQFywhzzAUA1saoew3DjChbV5CM2oAyPWDWtnx+sp0qzsOx51cFfkeZ/JQLmn/Ua2oguP5sQx1qLsdn1YUJWyDqZgYqiz0o3UhKi6K8xzbcT7O+DENICwIAqyxIzm3/Ss1HSRAazKq1TTk+Ipq4WqD46qvAKhVKnsv56BktDjFxUsu5pNrP0nF8UjoM58jVb0O09m0cLVhcpqEcveYAO+za4A6Q2HL51moR9njs+afxRnzzoh8XqhMTUqaTLFEPz05Uzi+WDhBCU3W0BVZAORp8ci2EXyrmytX/CiSIOb5AbK1kMXNixsAUBygTmkpAqnSwAg6vo+kjzJsb0FXFCRJSA+2DRVY1NEIJg7vPpwTs59laLwx8d31XTqTnfhu4oCAOnR9iSsj/6f+P3H/zvtfEVAf13cs8sTZTFv4IW+JTsyayVhZyVjRoSWpk00kCAKZicq0VRvPR297mCdGfomuyoKhtlzSutDAh6GrMod3H45WWRllqJnKbZAkas9V6OseRktoqVmeDup9ErO/y+OjvxDymOozV18lEQQ77NtdyF7UDcH2LAikWN10fYRJoxW/8Z6csCY47sfHUUn8CUM7MKAmUMmVo6uBlitWbQpWo/925BzVEuoT06xFtZYEfceOk1gqqhTilKfA5ssPCclHqhMp1UJxv4G1PVoFNXADJD3mGkyTfOh9XRjNbsTpI9Vjs/DK12EsmD9j+wGkZAa3pOKOTKt54LtVl4+EWCo87UvQMjf2HJmTTya9MBFpQ9thOss+uwLpFazk5OoK2nSGOaxyKCk+qAc4R6KZ9oMnaTrrtMimjg99iNnfrFpgqjOvHNUK1OQbf0NYulw2Dagm6lP1Sq9Vu0x3IiWamHPSCM0xbXgtXov/jHgNUM8QjuvPyFBnDJVCxZmxVLPlWWiyGFwOxFAvSJxAsO9DogBCXbieL7LxIcIcO55PxfHJGCqyJKNgYvtREBVqXtVqgorr+YxXNZrZxNSgde6ic7GGzop8j+sFGKqKUdXM2a4/pdmtY4RC3e10IClcPlwM1RCsaB2gfnTbCLbn015NalvTfiJu/uAGQO36AYGXocdcjCpLtUq60xlqEF6zEAOo3RBQKwcEw4osoToL0IKoF/ZhXYdx6txTBUN9ABAWloueblsXgvpP//tLDSAzBNQhQ62rCmm1mXwlmml3+fLLY8ud18tmMqbw47b9cgPD7HpBLXnNUERfOG7jd+zPVdg2VGhoV304XkBq4p1csuyS2jMhSdUl+WmR0lL4NK42uF5Q81+WJAldkRkp2AzlLRZ1Rtm5niaT8ZLToGFuMVt44OIHMCpHHZDVTFUL/eRjnCFqenjbxzzA/eD5HqZhUbQbWfIuYwn5zVfRY66IyKxAMNStKY20qYFnRuQSYVKioRgYqoLt+rWJZWjHCWAoCkOlIbT0DirO1PcEQYA9uZgzW6+mI9mBJss4XoDnB5Qdr2Gi25qI96i3PQ9kh4RikNCU2jUOn//mmm2ehpJ4mSeGfx35ndlgJdnyRbE5C/URMtSVaSs/4XPpuuoB+7I5qaG1PMJPt98e2XZ4z+GcOf/MCDM/PVqqbHFu+v0QyuoS1QmDU4JyHaCuMtSYoliKNw3E4fvVoiqvAKgTrbS94UTmnjwalY147pTR9QFCbhJt9HPT3DM8p+q/HLWXnB6tb30r7cf3REqYS76DpBuv2Jdyk8jx8KdJsUIwK8neKzLUzfPLpA+NatG17m7MhVV/+piVuDCUVDyg9i3xXpMME/TqRDz8nYUhQIJkGxgZUt02WtuBVwRei9fiPxqvAeppsWV8C0f98CjK2oszMmFCQ+2R1JIzFpDQZAE2DgTCTE2JMFAAf9z7GIm5/4pqjEWAbr6umAcIhwzHb6Q/PT+ILNE7ntBPQyNDLRgprwa2Qby4g8Qmnpy8BUkS7XP9oAYI0zEMddEpNlS3q1SBpKEY6IqMU5UZ7Bkr8cEfPsvizjSXHiEGUZscsjHQsIzuegFKchvby3+ogTCA1lT0BZQIvYenJdOFMgHHUQ/YDwCJzE5eniZbAdg4upFt49soO/4Bz5GpToqmA7mwDZatsGt0ClhMB9QAZvsf2ZSPJrrmrFxkFQOqgLp6H5iagoLJ9JLXoVwDRIKpqkiR1YJHtomqZLLk89O9X+ae7Y3VEl3PRw1LWlefieaEhiJHX8IpLYVLmaI9ZbHlelP+yyAY2I0D4qU4HVDvmdzDj/b/LWp6Q8TLGsRE7RUlH74Zy1CH0pnKKzDUf9j7B7zZX2DQ2tnwueUAfpLOdIqK44vnrC7GijatKZ20oRD4OpN2I3gJbfMMxURXhdxCVB5Vav0I4vrct+M+vK5vNjhceNVJZl/ikOrkSPRlOBGtn+i2VZM7p0sdSo6DJPmYqomhxTDU1bFBV2USLS/w+ERU0qZ7C2jz4nMJ6iNkqO1p41PtuXSVAxIO2YSGmt7M08PRZ+LiJRfzwUM/2LDSFRftyWZ8J0PZbpRiFZ7ZxOafdlMZqj5XTmWq6Eluj9DepjqrZbODqFTBs/BdCcmIYVRDyYeeFoyrWfUBnwaocy9L7PzGH/AKB5ap1gD1NKlD4Fb9l/8vK/8FWrXgTH0bXioy9MDMzhq1NlTlEv7EaOM5qwy1LHmvwFC34JRkrE0vRjblH3iA/O+qtqkHOEeNoS4cgKFOV/3Mq0mlFIcFmJYVMDIUBgyK/z977x0u11Weff92nT6nV+mod8mybNmWjeUGrgE3DKEYDIEApiQxAfsjOOGj4wSISQXTIZjqArZjm6LghowxxlWyylGXjnR6m7Znl/X+scvMnpkzM+IFXq6g57p8WWfN3jNr13Wve93P/fzy8bn7eSJOxP9FnADUFZG38h44FHOyJ8mI5oKZORjqNR1rWNnqWlHVGzBmxV7UBZ/l2ZHnQ+1Ds8Oo8QN0JFRX91ymefWr4/mOHBE5jkk+5A9q2gKcOG3RthJD7ThMeZWuyhOyHth/N6nVNzPsL415+yuxg+zIPRg4apRLPuJlGuqIEkFCBrnAaKbE6BXtkhOA5i1v247g+m89heUIvnjdaQEwf3j4B8QXfj5UAMJ0HLTWp3hy+juh81iLofb9uCvt3gLJh60QrbO0DCC1PsK2/Her2j/+y4/zT0/+E4ZpE6vzHWlvaXmmkqH2M9KFFmJ/D47n6EzqITBgJ37F4eKvqr778rsv55+e/Keq9nKGGiCqJFCIhgG1l1AIpclN0XZ49tAUH713O0XL4ReDY3QkdE6a18aI9RyDU4Oh3ynYWaY7P8Tdu+8OJmi15B4Ai9OL6dAW4ggC3bzplPyXwb2WO47VBtSaojFrjSGp2ZBjyf7p/bzzZ+8kJ+2rC6gTuoI1u4oNHdWJcIbl6m4Lpl33fijdT+Fne9/sLvSuB0jEXBBRacXmA+qErmKMXcTG9gtDn5u2CBhqV3ojEMK1oayUfAR9KAPUliOQI0PsKzyGI9xJjmU7QfJk+XPZGo+SO/CXnJQOA9+spwOPaVGXoS7WlnyAu/JTq3z5rDmCpFWXhq6MBakFXJr6AuZs2FnHfy4tS20IqN0qqDW81b3y05Ul1ytj8/zNiIMfIioGQu1OLut6Gie8TGxf8uG7sggbkt0QSSNrAidXsXJjGcQ6i0QXVhekCRjqmPvds8/sZ8/9XZiH9pe2EQJzFvJ7xpDq5GYASPE0kupUA2qjiBp3UFqqi4ZVxsi//As7PvEMogLUZw9bTD/b+FoqLa5TjDMd3tYJGGqzoeRj+OkWDv/9LVUfTXz9G0zc7r176wFqryBM5QQksB+MRssK2Hh+29lR9zoCRNKMPJdi4tt3zt3PE3Ei/i/iBKCuCB8A2bYWSsAqj2TUTUocSA7QHa+WCdx0+k1cu+KdQH2GWldAiQ4zkg3P+jPeoNeV8nS5ZSy1z9r5A/DS5OnY+YEQu2s7DuLw+3jvxveWJSWKwPe3tXzQ9JbpJso00C6raaGgoZdJPqZyJlFNDtnWSZLEpf1vws4uYzJb6qewo6RHPsk1K65xZQa24MB4lm1DM9x4yUoWd5bceFJ6AkkphpLATMtlVkuspvubHTWAXEpvpyf/Ds7sOzPUvii9iP+44Es4+QV1GUkAVYphimqvWD/5qZHkY13HejKDN9IbCVd0W92xmhXqG3CsNIcmwgz1QHtYJ6zJMYwaBWrmSkrMFMKAus05l7O120IFRUzHwS70sb7lYlRZRVNkLFtwx1OH+eov9vGRe7fx2OAYL1nWycKOBIhI1SSxaBs4yhRFu1i2UlAbUF+39jpeO/BxgED2YdkCx2yjP7bcPU5FpmA66IrMQFt4udoHkshGSNc/UZjgsSOPURS5uiAspiuYk5u5ZP61VZ/JkkxcTWA5ou794DOrlUDuSHYvkc6HgzLblcVCAkAdUbGmN7IgHvZWNi13YhFToyHtcCLiFuYBV36kyFKZJ3gYUKvp59kyfisSkvtcOYJssZqhTkZU7Nwy1IrqhQGgVl1A7U8K/NWrckAdU+M4mJgVhTSGlDs5HPn3Oc5eKVRZpTXSRqFiccXPKxBCqzs5aolpMEcV1Nff/3reveXdVSXXa0VcV6p80YVngSinvfNj5lyGuncdtHjyg0QnyDKRVgk1XtFPy2DeWVN0vCL8zgFAi4KiB4BaoFOc0bAnyzTQjo2w3XdzI/0yepL0QJ7IvPC1lFXB8lfnab/ujfX3B1cW4ghENjzhF6aN1ODdCCC3ddK5bobo0rB1X2TZMpY/vpXkfFEfUPtJiTV8qB3DKGnR60g+IksWM3/zBNGBcMGk+DydBa9qQx8YgJRXGCfjWTlmRiDhWehFkiiq+KPyoT4R/7viBKCuiPLlyDmTEj0m6N0b3se/v6z2wOKzc/WYMF87XZm8lPGWJ/u8GXk5oPZZO9/d4ZK+t2FOnBvom8EdeP3leF/zatkOU56so1z76g/cU2XMqm+Tpsp6AKAsRzCeLdKZrH7hXbn4OuzcssApwN0eInKKmBoLANDeURccrOoNl/dO69UJfa4O3KzSoteyO0tqUeT8SfQlw1XGknqSNe2nIOxEXQ01gC7FsOYA1FEl2lAmkI4kEGYHtlNR9KBlMW3WS8GJhhnqiRwLKwB1RI5XgXrff1mRdJwKiUG55APcxMTK5FLLFtiZNVze/zcAaKorExgcySBLcPsTBxmdNThnWScL2uPYVnVCX9HzJPf18DA3oAYCgOPrjE3boTh2Ea9ecDNA8Fwt6UoEUpJgX882T5INZsoYav+5tCylvobaey5mjeqiLd+47Bt8/CWfAepPdH3tb74CyOW8RKdOzyu4vBqk7SX9ticiJCMqkjrN/ulwdTzTdsjuvYFrll0XOoZkRClZSHrnxs9NKO+DFVRa1D0LQAnTKls5KrvHUxENJbGTFyefDvVBJkbu0HWc0fOSukmJUEq0rZxg2aKIIs19/cvjxcL3MSPbQitoPfEe3rbuXTjFzrqAOqopSCKK4dRw37HcYke5ohUqaFMZY/kx7K4vczgfPg9O3r2WUtLXUOddQB1rh6Xnu20JlyyZd0mEvisrKov6Guy5dMORVFDiW/bZ3XK5hGPi2BKSpjTULxNJ0b9pmtZzVofbbTNso1cn5KR7zzrZDJRdC2E6yA0mJOBOPLrWZYgtClcglRQFta0NGaO+hjrW6trm5atXPEShgOQnntcB5UpbB6n5BdRU+N5Tow6JxSnXwzvWDrJaxlCPlDHUKWRNYP+J+1CfiN9fnADUFeEvR9q2Wsc2zx10MjWKaAC85r7X8M0d/wkQYnMrw5cJVCb0Zb2Buy/tJdSUgST/375frD+YlC+PF+0iUu+X+dmBnwX+w5bjMtQJPTxRqFW+3PQcOlSp5BJiWg5jGaMmoHakWSR1JtSHrDVBPnEPe6b2BN8xOOr+xoIKIJkOMvGr+6BJYUBdC8jFdYVpsZ2dEztD7UOZIe7fez/IhYYaal2OYdfyBPfY4XyxPkMtpCJ6x0Psmw2XtR3LjzFqHAAcDniAumg5DE3lq85DTI1XgXrff/kbjx3h+78OF9WqlHzosQl2iy+EzoOr83Xw5c6q7Eo+BkczXLVhHucs70SSYPPyThZ0xBFOhPFcWKNoltmkNQLUDx16iC/suR5JnS4x1N5EwL8PfDC5tEZCoiIrgY1i+eSglGDawDZPU9C7fsLf/PLSmmWSfYlDvQmWP9GtTKbLeyCqzSukVL4qNJUrIoTrQpOIqER67uM7Bz4e2r/o+VB3xjpCLHuizOXDPzZ/opsv64Pr2GKheWBW82Qjtdx3EhGFSPeP+dXE3aE+CEfFzqxhQXqAqKZQMB2EEMzkTXRVDt3j/nmoKvQjiig0B6i3Z+9Hie8OyWP6kn1cu/ItCLO97vsRIKIkQEhV17Jgu/7w2Qa2eRISVnQ7U1a45Hagu/XcKzBzruQj3gbLPKlOi1dpL9pSpX8WZoHdP+ph4sdhoB5Esse1sgPkNheEOjNlSYV20XXoaALM4ietV0x0zYlZDv5EJ/fkkw2/wi8Y45jh73Es0VwfImnMvIw1fCTUbOzZw8hn/xlz2mjMUGsCp1BEVLgMOUYB2X8e63yHQCEzFKF4uKJ8+kiO6Z0F11NbliHZW/LbzowGEyMXUDs4uer3/J9SjI2NKbfccktX4y2r46Mf/Wj37OzsCdw4R5w4MRXRl+jjyqVXI+xEHds89wV03957ufa/r8V0wqzg4dnDAatTzxYqFakGswBRKY2dn09/i6fLLQMW+8bc713Q4YKxHx/7PPElnw0x1AW7gIjt4Fj2WMAAmraroa50ZvCXt7NlyXSut61EVImjeA4bpu0wOlsbUP/rtpuJ9n8/1IecM0Em9lMOzx4OANSekQy6KtOdCn9HS1D6u0x2Ygu3RLJSSmSDOQB1RCHX+k2+t/N7ofanR57m009/CFmdaSj5iChxhGRVLW8bluFWi7TqJyVqiiDS/SD7MuGkmzt23cHeyEcAEUg+hqbyOIIqyUdcTeBIRijZzWdmc0WZZw+XBnXf7aUcUMciFlnt1xzOHA5tF+37Af8++JeAC2YnskVGZw1W9Kb4whs2csf1Z9HfGmNBexzH6EYlvIJglieYqvU11IZtMGocRFLygRTBsh2i/d/lviPuao5/LSst8/w4f95F2EZvKCmxZIE498oReCyto+EIO9jHjw9v/TD37b3HPVd1E0xTDEhXIhXDultfqtDi+aLnyxw4Jr2y4+1Jl6EWNaQKedNA7/g5+2d3hoCkWzreSwb0JxutS1nOe7DypVUX3y1F9VZtVEWi6PnLB8fuharISCJa1YdpYwYl+SI5ezo4B4blhKok+rEscSbS4Q9WlVC3cVevmomoEgfFYLjMVzxrZjk8OwTYda8lQKd5BZuU/6hicf2Vo1wD27y5Jkd6Z4SW5TZyyqsaaxVcl49YG6y+Av7iAeh3i6SMPwcH/2tHaH+RncHKKzhW9aQNgNd8y7WxA+RWH1CXOWTYFmrMJrakutR4VUSSHHq0jQOf+E6o2c4UyB6WsCqqitYKxU/os6SKxEQHJdbEtYym2f/TTka+9qNQs7FnD+Nf+hJ2tgFD7WnREeDkKlbhCkZTDDWyyqFHOpjZGs45yuyaZeieEYTlPY+pXpehLmbBzLpuLQB6yk0w/RMH1OPj48pXvvKVaq1qE3Hbbbf1ZDKZE7hxjjhRKbEi1nWu46bTVvKt+34y59KyL7cYy0/y3Nhz5MwcLZFSYohhG8geg1OPgWmJJLEyy0irYW3chraLye3voP+sag314EiG7lQk0FxqioysZMO+v2WVzAIfas/lo7XCx7kn3sM86VLyRmvZ/g7GsVfy7s3r3aVlWaZoC8YyRU5Z0EplpLQkkjwVknwUbQNUrw/eoDk4/atJXAAAIABJREFUmmFBexy5wh1iY+/J5I/8OcpA6RyatkP+yBt41Wlulcm6gFpXEXakikkrL+HeiKEe0M4nN7LKLapTFp/Y/Anao5182dpbF4S1RH1GsYYXtpABhcOTOWxH1HT4AHh5/3t4+jc7mcmbgbRFlVVev/ztfGmfGtJg13JcaY2mIBNOzvRZTVXyXGFUid2H3PO0rCtJIqKycWF70J/C0Os4Z9O6UL8cJ0LK3khvohfNm4O3zVF23GdWkY1AY2zaAjkywqzlDpYBoK7BUAN85OyP8IMf/5iZMv/hiBJhUXoRL1h63WcqEXFdPsAFbtGyQf7B/Q9yfr8CnFr3fogoEVbo1/B0IWwRZnj+y+moexzZMsmHX+WwPa4T1WQkz8KwPDJmhkj3j9k9vZ5etQSk/MIuUDo3LZEWFsU28cTRUiGOYNXGA7Oa7CYl+tKaSrcLlWpAfSx3kPjAN9g/cxpRzfUszhftmoC6O9HCbCaNRPhcORTRpBTNREJLMCEbHJ3KB3kTWw5u4ebHbkbS3l9XvgNuvoev7y4PV/IRIWfadW3zdFkHoVRZiyaXpkhKGnhuKOTGXVAda3c9IReWSplbeYXcofC19CstyrE5LOs6lgb/VDo6SfRZKFrZiqZj0rkmA6+oXYglFFockLBnw8cQVDlswuVDX7KE9is2o4g7S5Zyjs2Cc8fh/Lc37kMk7VU6DL9jA9s8ig3AsExykYa65uQSePZi0Xe+jTT0JNz3vboaaimaRJIFTrbiWlQWp0n1wviekgd1wFAn6VyToX3jGxod7f/qeN/73jf/0KFDkVWrVq0577zzZrq7u8277767vVgsSi9/+cunbr311qGZmRn5iiuuWHL06FHdcRzppptuGhoeHtZGRka08847b0VbW5v1xBNP7Gr8a39acQJQV4QjHIre8uTctnnuaZMcb2A1swGg9jWvEu7gVNdNQNfJH/pLTnl52JHAXx7tb3FfECFAPZpheU8JiKT1JCgG07lS5k+xbIm+3OVjMlesAkKdsU5Ojr+Rhw6XEmZKS/SeVZoiYVg2E9naDHVLNAlyIaR5NZ2Sy4c/aA6OZDh9UXWhiMUtA1gzpyKc0uBk2gJhpemMuS/DiCqjyhLpaPUtG9cVHCcSYtkhXMK9EUPdHunEyDsocni7c+af4wHDvXWvZVRzQX0lE1awCiA0tzKe5XBspsDzR1ymuRJQutpc2b1OHqCOqTEu6r+W2wqPhzTY/mpAuYa6NZqETHiJ3vR0t7rPasolT/DK3+9Ju9eq0otatbtZJF3P6o7VFEyb0xe1ceaS8CTQD19CJMlGoDH2rfv8Pvj3w1yAOqYpqLIUmqBdsOACzuw9l9VPPNjANs+1rAP3ueyIlfppWKWJbqP7QdZmmS2Gmb954mqmx84j7iVQlUs+hmfd+70r5Xr6al6SqyOcYJLmS0YSWgxdhJMSKyUflmORU15gpgxL2o7AGL2U157mFgLRVAnLFsF5jlcwtW6ibTjhOeiDHg3OQd50AXVrBaDW9Cxa+895YWQ5J/eWJdtOXsyK9iaYVfBKqBscmSqBoPLnst4KHoASO8ge80GOZReFmPLXrnoty1tXI0SxLkMtSRIKUYyKyY0wcqBGkPzKejNeobd49ftJTsQRJgjbRlLc3xJ+6fK5AHVZaN3dLLhchwVl705/JaxBcRzvIJAjCs5UOLsz5L/cICJLltDzttfA7d8vFXfxHYiUJhjqSNpldyuSCn0tuiwK9RlqINLXQmR+EiqSMLX+fsh457EeKFd11xM8X3EtizaSIiF5Yx2pXtj/mCv3gFJSohpBS6vQ0cQ5/0PFD989wMj2eOMNjyO61+S46j8OzfXxZz/72cOveMUrYjt27Nh+1113pX/wgx+0Pffccy8KIbjwwguXPfDAA8nh4WG1t7fXfOihhwbBZbU7Ojrsz3/+8z0PP/zwrr6+vtp61z/xOEHdV8TXXvgaL7trE0jFuqXHARAlJswPnxWVhGdrV4dN81myQoUX9QNHvk5s4Cv0pMOAWgjBnorqcq2xJJJkM1X2kimWLdGX+1BP58zAZ9YPIQTRiMlsmV+taTvonT/j0VHXykhTZUZmDRwxl8tGElk2QhpqU5TLBNzzOFtWars8io5BNHmAiUJp8LccB63tFwzOPgW4QKMtoddM4InrCsKOMFOcg6EWGjG9/q0u1ElykYcZy5dsoWzH5qFDD7F38iBQX3eryBKI6mV+wzYQjsaqPpcJOzCe5bHdY6zuS9NRMTkZNl8g0nsnI2Wet0W7yL6pwyCZHJnKB17fmRoMdbvHtk2XadEtz6pN85gf/57WVblKcqLIEu39j/PAaFj7azoikA5FNYUfXP8S1s2rbdXlJ9NJciFwVjA9qYLvVKKrMrJEyOmlPG74+Q3EF365yofat4+sx2rGNQXs6ufSciwsYSGJxv7wAL/IfYh86p6QdrdgOsT1aJC3UO7ycaiyUI8cp9ITPG8WvD5GwxrqiBJMFP1jc4TDLzL/iBF9OrjmluMgzHbmJdwEOX9yFDDUFVpYXa72qPclRMlILLiffUBdyVDrkTyR7h/zzHA4L6A4u5KB2MlznbpQtMVSIBscnS4ts5evHDViqDU9R15/ivFCeGLw16f+Nad1nQtQl6EGSMoDOFYY+A7ft4fdXyt47C+lEtWxWoDa0x+XWec5OZfllaNNYqFoGspXPOwiR59sYejz9zW1uxxRcYzw8yA8VyQ52sAlBPc9b1sqjkVJ8mEXOfabNJOP7m7cAVVH1qWqpEJR8MY7tYHLB2BLaXI7jmBPl6RrQgjGvnAbuW0e2VnvOxS9pmTDMW2k8olZqtc919PuezuQfABGLsXElueDicCfejz44IPpRx55JL1mzZo1a9euXbNnz57ojh07oqeeemr+0UcfTb/zne+c9+CDDyY7OjqqS8OeiKo4wVBXhGEbODgg5k5K9Nkk2yoxYX4IBJcsuoQW27VeqsdqxjSF2IIv883dj7J5ecmfc7xwFFkfJx3VSOhKsOR5bKZAxrBCzJ4PosbyJV2cI0Cxe2iJtIQ01KMZg5fUKN1998RbsNLnYdmXoypumXA1uZN9GXe5WZVljnkDYmeq+oWX0BJIikHGKHf5cNmTcmcIqJY5uH0fQxv4PPtz7wDO8vor0Du3sG1aAl5BQlfpqsGOg+cq4UTIzFFUBadxYRdTPgadP+TA9FWB7VzOyvFX//NXvG3t3wB9RBskUOFEq8osZ4t5hKOytj/Ns4em2HVslqcOTPLmsxdV7T5rD6G3Pcmx2UnAZeN2T+7mo89ei5K4DjuzhqGpAgs64kFCbMg2LxbHMdNYZa8+yxEeQ+0CYF8DvaQzUbswSyLLqBNO7pyRnuKA/C32T3+fRS3V/S6Ptkgbp3Zt4rED8cAf2bIdkC0iigt047rCwo7EnNfEwUFWciHJx9277+aOXXcDr6rLUKuKjGL3sDp+eZUMCwhWjhq5vkSVBNOSQa5YKhxyxHqEQnyUmH46EGaoD4xn6UpFgu9NOuvokntR5dL1yds+Qx1Ft8MMtZ/o7ANtXdFRUF37wIJFe0LHtAVq6nkGZy3gStfL2hbBRDZe4XbRJ16OXQx7YRc8VjKpxcom9C6gXtkTlnF0xd3zN172bhFCYKr7KJIAKlwnasTnL/xPzvrUwxydLgGYQNsuNCINnsuWSBLMsIzJEQ6zxVlmvMe7HkMNcFbs73n0cIV/ctFEUiS3UqGklBhqz+quPOSke16cmRkUz3lJViA1kEebP69q+1qx5/Ys6dX76Hqt3wGL4owKkZm6+/mhxHSciiR4SXLQ25Sg4Em9sEZGGbz6nfSeFqfN8ACtXWT2UAynd5Tqo64OOaJg5sN5CcKrJioroiFDbczEOPCt/Sx46XYSZ53l7V9k9HOfo+v1FxKHupIPFN1NbKzsg+kgaWXjmm+dd8zTWidKcuH8ZIzhh14k9VcTyPOau3a/16jDJP8hQgjBDTfccPTGG2+sMiP/zW9+s/3OO+9sufnmm+f97Gc/m/nMZz5ztNZ3nIhSnGCoK6JgF1AlDZDnHLh9Ha9tJlnftT40aMbUGJ857zMsirmDbn2GWkaS80wYo6F2n9WM6QotMS1gqP3y0OXuCCd1rsKc3ETWKLHcEdFP78yH2NS3KXD52D7kunCsnxfWQLsa6RiSbASaUMt2Ky0GjKIilQB1DVB74cILiWeuCjHUurGR0/kSi9KLQixULUDtywQm8+XWfQ6SbBL1+nDTpSv5x2vW1ziLLkAzRi/h3Sf9Xaj91StezZsW3gooc2p+/UjVsO7zB37ZZzUbDNzayF+xIXp9qO3igSsxRl7Oyp4Uqixx52+OULQdzl7WWbW/D2CGMyUGJ5gUeCsevhxjtobkoyWmkR38IJcOvC5os2wHc+ZkTu863+1jHYcNcEtWC8nAsstsGMljS/nQfT5XdMW7+Jfz/xM7tywAnJYjsHOLGEi6zOqNl6zkc6/ZMOd3JLUkklIIMdSHZg/xwtiz1Hsu/YhJfazUXk9/sr90DI5Fd6wb1R22G0o+YmocSTZCcqspXiCj/jpwlShnqA9O5EL3dqs6QMLcFPIPN0z3fkrosdB7oZbLB7iJspJS6oPtCPSOh/jlmJtY6Ve93Dk8y/y2WNW7pj3Sg5kP5x75couYGgvOQcG0mc6ZgXOQHz0p936cDHnUC2IDX2Nn/r/nOnWh0BWdea0xjkyVWMWS5KN+6XHw8gIIJyxPG9Ns/u5mfrjnDqBaO14ZL1/fx7svWBpqE0ULSZVdvbQWryv50Hq6iHUUQ2W7tbYY88+eJH7ySVXb1wq7ILCmyib8tmebV6vSYo2IzY/TsqE15JCRWBhh6Vt7iSxdWmdPNwKW3ZJKx2EZOLaE3MgH24vWtVG3fHlZtL/1rax8fAtSE4BaTrv3k122AhdUWvRrPqh1zock0Xdmlu7LwzkenRssFvzlxlJD0pMGHX3O/X+ixFDLcXel4k/ZOq+lpcXOZrMywGWXXTbzX//1X53T09MywL59+7QjR46o+/fv11KplPOud71r4oYbbhh+5pln4gCJRML2tz0R1fF7Y6glSfoq8ApgRAixzmtrB74HLAL2A38uhGicovwHDMMy0MuAZK1IRFRSERW70M/tV9xecxtfxlFfd6sgnEioGhq4QE7yih6kawDqcob6tL7T0KZejWGUXmZ2DR/qh3a5oP3s5dVALirHyMoGMwVXEuLqbkuMoqbKHJ70PHhrAOqNPRvpFLkQoLZsQUTRkCU5SEqEkjtJefiAOmSbZ7nFZfw+LOueOwkqris4Rh99sWWh9s5YJ7q9ENhFR7I5QF1e4MYf+AM9fAMgF5VTWFZFwk1qHdbsOK1xjXltMZ4/Mo2uyJxRQ0venXJXG0azJUAdVFp0woC6VlKiD4hmQn7gAnPybC7odwtQ+Jr6uRw2uuIt7CjAscw08z3/XEt4mvwGA6Yf5VIC8BxJjryBi69wE73qXUtw7wchGcyUJaMV7IL3XEp1C7uAZ6NozFKwCkGfWyItbPnzLdz51GHg2YaVMxNqAkkeZTpv0t/qDsKWcP3AfSBazlAfmsizaXHpmkYjRUbNQaaNlQFT3qosJTf4ITa94Qy2D7nXMaYpKLJUE1DH1DjTciF4/k3bAblMD6/IZIs2LxyZ5qRaEhxtmHHl1+St04ip7jF0KifB0DvoindxVHP7kDFsZg2rSvLR6wHq8ufS8Aou+c9lo/jZgZ+RT/03+fGrgrbN8zYzNq3y9RelhpOjYAUuN8OWF4dZ059GUksMN1RLXSrj6cztjNljwCeCNqdoIfuTKi1a8i2uIflInr6e5NEvQjkZ4D+XDWQOfshRDSdf9p53TMRxgNnUmk5SqyzXFs4P22xOg40HJCXJrQ5ZJvkQdvOly5Mr2yAR3laSJCTZAYmG50JOeeXLy8CsE0hGAJOGoDzWLUNXWL6jxYpoA2U5HX61xGPPQbQ1BNLdiUUGp0G59//N0dvba2/cuDGzfPnytS996UunX/3qV0+cfvrpqwDi8bhz++2379uxY0fk7/7u7+bLsoyqquI///M/DwC86U1vGrvsssuWd3d3myeSEqvj9znT+DpwaUXbB4AtQojlwBbv7z+qMGyjrDrf3KenOx1hZLbafmdwcpCzvn0WO2d+CdTXavqAurI6nukYyB6Ia4mVinUMjmRIR6ulD6mownTZMtiE/SIjyX/m0MyhoFLi4EiGJZ0J5rVWJ9HE1ASUaaD9Esl6me7Wt3KrJbuYLc6ixoaYKZSWdXPKdvaJb2HaZoiFGmirBtS6oiOjhgqK5G0DSRJEmxiw4rqKHDnGzw6GWbNfHf0VT09sIR1VG/rd+i4d5QVuypemobFMgMTT7DLuDTW9MLoDWR8mFVUDBnPjwraa39URgIcyUO8x1FGvXLUPqGtJPtJRjUjPvXxn15eCNheEFRCSu70v+ShPbC0Pn5XcM1bSrNoeoK5VrbFW/Pl9ryTa9bMA9Ls2jMxZebQyEloCRyqEJmiGZQRFfhqxmpFIhp8X3s49e+6p+qzg6WEaMdRJPQFKIcRQ26KIJkVQZImoJgc+24ZlMzSdD2vS9aMcin6WFydeLO3vSGgk0ZVSwSSfXU3oKpIUPra4moQyltyV71hE1NKEfzxjcGA8x0nzqwG1oe4jl7qTyUKJs5BFCt1aSVQtJSXe9vAeoHrVoiMRRTg602XPRK5YRJLtpu+FbePbGObnDE3lAj36hu4NnN5+pXuMDZ6pzkQLjpXi0ESet37j13xj64Fgout4RZQqpS6VcXj2MM+Pha3WQhUCtZhbahxqSj6Ieue2zIs685sX2XlnL/nBg3V/2w85FsHJm6WiKgFD3dx5JJJC5GdDDPXM9mkOfOdYiPGdKyRZRo7HcUwpSEoUZuG4QL1lx8kfGAvlFUz/938z8m+3uX80uCfkVneyUg5mheGRFv5rrEGCZH4iwszTB0Jts/sFs9vLFAu+5KO87Ljfh0RZgZs/4bj33nv37d69e9ttt912+B/+4R9Gdu3atX3Xrl3bn3nmmR1r1641rrnmmpldu3Zt37Fjx/YXXnjhxXPPPTcHcPPNN4/s27dv2wkwXTt+b4BaCPEIMFHRfCXwDe/f3wCu4o8szuw7kwv63Jf9XBpqgO5UlKMz01z9o6u5a/ddQXveypMxM1g2yBKB5KJWRDUZnCh5OzxbTkoLUa1FALTGwwz1su5kKDFv2/g2Zvvey8HCU0GbIaYoKIOYwkQrYzQ212CnwfU/lpRCkOhmOQ7CjtGiu/IQNWC7JdKxajbo0cOPslf/OJPFksTKUPZxxPkZkiQFIK67TGNaGbocJ29nKXisZr5YWppuFHFdQU1t48s7PxXykf7Rnh/xfO57NVn1ymiNumB2qkwvWpJbuMfcCITZ0R0ctn8aavvKjk8T6b2XZEQLANdc1yGpJ8HRmM5XJ3ClonHmt8U4OOHeK7VcPtJRFTl6mJ3TzwZtli1ILP0M3xn8N6B0T8/lsDGQ6sXOLWQiW3IUcHDPabRJVnLamEaLzAYMbsbMkFj2KR452pxM4KTOk1igvpTpQmmSWLALrgUa9Se6AElvxWO2WAKCB2cO8u4t72bfjAtwG8l3Lhq4nOLYBWFATTHwX07oapAMeGQyjxBhOZO/4lHehxFjL1rng0wUJgJ3C7/qqixLJPVw0Zq/Wv8BiiOXlgC1P9Etc2zxV45qMdQprboP48UDSMlncIQTJOpu3TPOn53Uy+Xrw8v56ahGbs//x7rYa4O2jAeAmpnogrfagE3WLLkAHc0cZee4W0XST7yeK+anu8juvpmntrnOJhNZo5TUaDfHUJ8z/xwuW3xZqC21GFpO6XH/8BMTtbjLVldEcbLI3ge6yDzyWNDmZHM4powUafx+AlAScewiJVBum8Q6ikSXLmhq/9lBgx3/NoGxo+SHXZw0yB0qlNwtGoScTGLbkUDyIQpZ1KiNkk432NON6W0G+795LOT0kfvlE0w/sMX9oxFD7ftxl1WMdALJB019x9SgzrE7wpOjie0q4z8fLDXE20vMfZncA0DrbKNtnYLa3VP3d07Eifht4g+thekRQhwF8P7/W5mL/z7j0sWXctn864D6TFhPOsLorODgzEH2Te8L2n0QZnuJcPXKykY1BTu3mHmRcMb8Iul1tOSvBghpqPeMZlhesVzeEXWXumbMMocMUbKsU8tYwVq6XYCLB67GnNoY2JRZtiC37wauXfFuoARgOhKRmsfTFXdfWhmrNH+yKSKhoMoqumc1VUs/7ccrB96POfGSQKutSDFmd/0Dlyy4cs59/IjrKsJyz8tovqRHL1gFhKM2Bajboymye/6Wc3tLv7cwtZAvX/xl+qNu8lXDaou0YIppHFFikQzLAMfVyPqlxs+ZA1Cvbl/NvJnPoRgrg7ZV7atYIF5Lq97BQHu8xFAb1c4O6ZiGsFJMF0vXwU9KLLGarsPGoo7aDhsvXXgeuQPvxDZLWntR7GW+el5TGmpwpTayOhtojHNmAVmbxhHVfsK14sKFF3JW61uZzZfOY3+yn4Up97w0AtRxPY4kIiHHlonCBI8cfoTZojthajQ5Om/gXKyZU0KA2nHc8vDgrlb4Ewb/miwskzO16C4bN5or3Y/j5n5o/R+yxWwVQw3u9Su/xzb2nYxT7CljqF0LRF/GUi6lWtdfDajbvHfD0UzJEvNw8ZcY7d9EQiLm3TurelN8+lUnVz3bsizRorcynSsxkrNFF8A3K//pirnvBkmdDRITb/3Nrdxx5MNoikRbjSTp8vBlKI/vdd9vkzkzANSW7Z6rRiz3Vcuu4p0nvzPU1rbCov1cF6TjW+fVkHsAyK2dGNMaxYMlZlR4q3FyvEk/7lNXE+8uun7XAI7JvLOm6HjNy5vaX2l1f8caLd1PwiMfmpVsdLztbaSWRQLJhywLll81TPvVFzbY0w21vcXrQ+l+cowCkmcj2VhD3cG8sydIX3Bm0BZZupTlj28ludaTaTRgudWEjJ0zEab3XAqBsEDWy+4jSSrJPioBdU8nvZsMoitXcCJOxO86/mjF5ZIkvV2SpF9LkvTr0dHRxjv8jiJn5sh49lZanYG7Jx1lZKZIV7yL4dxw0O6/7B1bbaj11BQZMbOJ05NhY/1c0Q4GOx9QT+WKjGWKVcyi67MrkbXLQFTZEr0PqGUJzlpa2zv4zxa/AmvmlGCJ3fcpVit02J2p2stx3XF3XpRzSn1wysoTax5DXQ9QnzdwDk6xhyHPr9Z2ADvhLr03iLiu4Jjuy34kV3rZG7aB46hz9jv0HREVp9iNbZdezEk9yaa+TSi4g1kjQB2R2hCSHVpiN2wDITRSUZWrT53H/3/5mtp6V1w9YmciEmKHF7csJpa/gLZoCws74hwcL0k+4roScupIRzWElWbWLAFJy3F1tzFvsHvtGQu49TUb5jwW38VlLFOWSZ9dy6nxd9SdHJZHd7wbWZ0JAKfvfRytwf7NFfGIW1nQt8p794Z38/aVHwUaSz4SuobitITuhfKJripLdVefAFStiBw9xLi3NCyEIHvgHVzS+QHvN9TA/7nSMg+gI9qOEHKoD6Zdcr7x3w3lE6KPXLGWt52zJPh7vHgQreVJprI+gBRk9/01Vy1yJ/yad+0H2mOBb3l5dHtg9tBMaeXIdAwQGpIk0d8S5eY/W81X3nz6nIl9yfZtPD37g+BvSejkD72Rk9rOrLl9VR+8d4OsTgfPtmG5SdfdqWjDe6olphHpvhe960FXG58z6Y53864N7yIhu0mnjZISa4WdLyD88uk+Qx2v7XWh9C4EWWANl97zji9ViDfH7na+/kq618+WAPXx+FADWpcL9s2yPgizwn+5QbS/4VpSK9MlH2rvfqybCFgWaqd7fqzh0j0tCgayfw83WrWItpIeKKCXTTwlRUFta0OWLddtRal/LdWUBgKsMe8d51iudEavOI8+oK6QfBBJhZJLT8SJ+F3GHxpQD0uS1Afg/X9krg2FEF8UQpwmhDitq+u3Kjv/W8V7/uc9/Mf2m4D6A3d3OkrRcuiMdodBnOUPfo2t2sAFafmiHWI1n3M+SjbhlnhtiWnkTZuv/mI/UL1Ur8kaOmkKTjWgjqrRQPJx8kBrUF2xMjTNQtZHAi/rglkkNvA1nhp9GCgB67mYXn/QLIrJQF/nYKJIHqD2zmOthEQ/HGUENfU8Qx5DPVkYR+96kKHcvjn38SMeURCWO7CVT24KdgHLao6hTugqaup5fnzozqDtaOYoD+x7gKm8u0zbKJEtJruDXvn9UHQMcDRSERdA/MXZi+uCiPHIHRwRD5T+zo8zXjxIOqqwoD3OTMFiOmeSMayQftrvn2S3YIoCGU+PblgWkuQEbinLupNcuWFuu6iIKkgu+Rd+MVKSMZmOU1e6VBnd8W4cZToA1CVnieZkAnun9vLVI69FTW0LV9/0faibSEqU7Jbaz6XV3HO5feIpEov/gwOzrjShYDoIQTDRjelK4LN9YDxHVJPpKrOUTEZ1hJXmWLZ0Pxadkje7r+lPlOl/L1zTE/L3fuLoVqL9dzKWcwGQ5QiE2U67xzz7z9VcE7SehLusPZQ5FrRZoojs5QRIksTbzl1SM6/CDyW+hyNOScYkHA0rs5b+5Pw59wn1Id5DVImBUmDIc/owbAPbVulON74fWmIacmSYeHofm5d1Mpkr0pvo5Z0nvxNNuCs9jRjqWrHvRxpD39/m/uEzq7X004CU6kaL2ZgjpYlq4L8cb2xZ53ayAyFAeMVGhFVk9z3dTPzwpw129LrY6Y6B1rHStXRMJ+y/3CCcbBZjNhYAanN4mEOPtJPd1vgdC6B2dVT3wSggBYC6wYQ51kphUiXzyKNBk7F3LyP/fCvm2GRTCZ6qR44EkxvLcHXgcwHqRA1AbeXBDlsQnogT8buIPzSgvgd4k/fvNwE/+gP/fsNwq6k1rnLY7Q2eSbUjNHD3Jnq5atmChXtRAAAgAElEQVRVYCcbMtQAevwId02+kceOlPR5hjSCLLsv7IXe0vy/btmNKkus6a9mROJKByalogGSkyQuFhJRIsiyRG86ymXr5q5s9uTIwySW/jND2SMA5O08anInE0X3peUDmLmAaUyNEZETUMZK2kJ4xS2gMxEhqsmcPFBdttyPp8a3EJ33bY5MuuzBpDFKpPMhRvNDc+4THL+u4niAOsRKmgaW3Ryg9nXY/3O0xMY9M/oMNz1yE2MFdxBsJBNIKO0gpBBDbTouQ52sUeGxVmSl3eSUUiGNO3ffyVjrJ0jHlECDfWAiy2wNQC1JEjF6SMsLg2qJefP4lug1RUPWphkzjgRtTvt3+PHM3zS1P8BpvaeRck4m6xWe8NnheBN6ePBXXQSSNhPobj/46Ae5ffCfgcbJoXFdQcqcxatXvjpo8/vQ7ETXB6NjnoQoV7SI9N7NnvzPg9/wfbZ9y7zyiVIiolIYuobXLL8uaPMBdVSNBs9UPXbVn6iO5N17umAW0Dt+zoGMq6P1V5/mKrLTmUiQGbyRc7tL5a1Npxi41jQTrZFOHCkTrLxNFqZREjsoiuZYvsUti3n8db9Eyq0NJB8Fu4BlK/SkGt+TrXEdlVZisSwdSZ3JnEnOzHEse4xMoYgiN3Z9qQpPJhBY1jWQfKDFUeMCa7yUlKh3xWhZYiAnmivsMvvUbnb+oA9jp3vtRCGPlVNxis3Vy5ASLSgRG+to6blU4w6x+c1JTgAm/utb7P3aURzPltOemiYzFMWeba7IidbrauzNoZL0RUJC9jzUg/M4V0RbmdiV5Ojnvh40FffuZfyLX8SezjYFqLUW95qZPktuF3Fsqu0H/cTEZAUZF/HOV/EES30ifvfxewPUkiR9B3gcWClJ0mFJkt4K3AJcJEnSbuAi7+8/qijYBYRnUdaRmPsB95Np5sfWcEr3KUH72s61fOzsjyGsdHMMtZzGwQwBQUHJYePyk/vZ+oGX8siNF/Crmy+smcSzOnkRhel1OJ4TR8w4k/XyhwPN60M3ns9fbl5StZ8f/UkXPPj647znl+snBAaSjzrA9LLev8acPi2QjRjHXsnVXf8KQEtc45kPXcwFK+eWzPenepEkwb4pl/0oeAN4rAmZQExTwI5zZden3cmMFx/Y+AkKQ69qClDHdJflnjHHA5bdZ1Ztzwqv0fVsV5fSPfE5XjLvJUHb6Yl3oWbOqllEpVa0aJ3Y8rTrzuH1QQiJtng00OgenMiRNayaIL2VjZyqfiwo0yyEjDF6Ees75/Z9rgxNtIU0+Y5kIkvNs4CvWPIKlkp/QaHoHoMiYpgz6+hL9jXY0420nkaTI8jqdMBQ75new0jeneB1NwBicV2lOL2eK5ZeEbRFlAgL0wuxLb1h1UwogdlJw38mbLT0s0xa+4LfKNdQV8qZkhEFO7ec7tiioM1yiiAkdFkPAHXlpKhWHya8CV3GyhHp/jGDMy8Apeey0lvej9X9aYTZweBwKcnVEsWg/Hoz0RVz3w0jWff9dHB2P/EFX2co11ySvyRJqIpMTzpaYqgtA9NU6GmCodZVmTefcTJ5Z9JzMyqy5eAWLrrjIkYKR9zJU5NSpCA8hw05Uin5mANQSxKJBTrR3rIViGWt9J9rNe2QofTMRzgS1jEXEIu8KxOSo81NMtGTdKzKkji9lG/TeTIs+MtT6uwUDrXHvZbWhAuoRcFNcJZijWV1AHL3Ivo3TZLaWMrxGLjtCyz8wCvdPxINVpJjbagxG2tyFmG540RgmydbDfXTAHpXgsVvWUDynM1ug22y6GXjdL/mvPCG3phWk6GGE7KPE/F7id+ny8frhBB9QghNCDFfCPEVIcS4EOJlQojl3v8rXUD+n4e/HKnKUpUva3n4g8GqxGV8YnPJ37QExpyGVcAAYoq7zOgDaiFECFAD9LfGWNARDwrKVMYZHX+GOXV6UOzDsp2QRVlUU5DrADqfjfMHbr9cckzzbfN8ycfcA/Hp3efjFOaRMUwcR2A7IqRTbQRGe+JuHw7PuIDaKKsq1yhcGzOFOAtJ6SXGRlgtCKu1br/9SOgqjpnGFiZTxpTXh5J8p5ljiGoaFdWBSTrrSMmLGv6+H+3RLmR1msmcK9vJmgUQGi1xPbAc3HF0lkyhmqEG1+mjPJEOdIpjL+OkrtpFcWpFTGknXyYhEpKJKjUPwgDiukzGY6iTSi+FI29gbceapvaVJIk2vdNlqL1qiYZlYNtKU4lscV0hZxYYnBwMruH5A+dz39X3gdXWcKUBvGRfITPtTSzyRRvKEgLjukLetBFCcHAiV1XGPRFRkbQxHtx3f9DWK65kwey/IEkSiiyhylJdhtp/JqaKrtSgYPoOG15SYsBQ19bx9rdEae3cxY/2fSdoay1cwRLnXQ2PP/iOlNuHwQl3pSjrue8k9CaBIHDrU7eid24JNNRvWfd2cmOb6W7g8OHHvFQvtrCJRnKYtmDGcL+nWFQbOnzUDCvv+i9HvN8PGOq56wV2ndNBzwWlz4WZbyxxKAt13kL3pz2pguMlNUqxJs9jJEnH6gzpzaeW2mwTmkwUBtB6XHBpek5BIu8nVjYHqGkZoGVxnkjlacp6UphE7WTrIGKtaHEbhMAad58r3zZPluymtNxyRCfaKSHHvefNLqIlbNSOik4FDHUFoPbcd04A6t9d3HfffakLLrhgGcDtt9/e8sEPfnDO5fCxsTHllltuCWZe+/fv1y699NK52b7jiI9+9KPds7Ozx41pb7jhhv4f/vCHzS/11Ik/2qTE/1dRsAqYtkJ7Qq8LQn2WbHimEGr/+ravs+GbG8iZ2aaWImOajirSAaA2HRMkEWhem4lEVEJSp5jMui/Imeh/84L9mab39wfuaW/gNjxmNu4NNH758q4aZcf9KDKKktjJTMHCdBz0ji08n7lrzu0rw2fjfA20XyI53mQiW1xX2Zv9FXfvvjtou2vweyiJXXQ0Y5sX11jU6r6EnzzkspA+GDMtBV2VG7LMLTGNqciPuH27W+zHdmwO5H9NLD5Vd7/y6I53IykGR6bdfTJGDuFotMQ0EhGVC1Z28cVH9jI4mqkJxloTMtvEx/jeju+5x2AZSOpU0w4bAGmtA1NyZSvuBNFElZq/H/dO72Wr/XZm5d8ArvYXCDnONIquWDeSOh0UqSnYBUxLbSqRLRFRkeI7uPqeq9kztSf0Wd60mwLUiqyg0ULOdgf+jOH6L/v3YyKikDUsxrNFckW7iqFORFS01DY+99yHyZougHGLHZVAw42XrOSqOnr2knvOeHAOgCDB9PKT+7np0pW0zlEFVJIk2jr2sNso+XELs51WdWHD4/djYUsfQsgcnPakL2b43dBMbBvbRlHfzpAn+ViZ2oSdXR7I5hrFgtQCVrevJh51Vzwmc+75NEw5pEFvNgL/5aj3+z5DPZfkA1ywmCtpqId/+CK7vtX8b2vdHpgddSeqIgDUzUlGiHfi2GDuLfmaH31MMPS97XV2CkfAUHt5KiVQ3ySgTs/DmFbJPr41aBr+1C1M/uRJ16u7kWQjkq7SQPu2eZJsNTdBUSNMvzDNzIMPAiAsg7HtSXKDw+HtVlwCZ74LeiuIhBMMddNhWcevM7/22munP/nJTx6b6/Px8XHlK1/5SjDLWbRokfnggw/u/S27GIrbbrutJ5PJ1ARd9Y7lc5/73NBVV131O7khTgDqirhuzXXEzJMbygRiukIqqrJ7cgebv7uZXxz5BeAOerawKVpKU5KPmKagitYASDrCQWTW06E3P+jtyT1Kcvkt7Jk6BIAlj5Fnznu6KuJaHElEg4HbcsAxOmmLuEvJfnJmPQnMbyZ+Qmzg60zlDSxboCZ3MWQ8P+f2lVFaYvdAvV0q09zUMegK+wuP8aXnS0VN7j/8TdTUtprFaCpDkiT+7uKzAPjw/b9kOm8Gkg/LUhtWSQSY1xrDie7ifw65yZwFu8B253OI+HNNHQPAgtQAjtHJ0LQLaGeLeRBqsFpy62s20NMSYSpnkqoBqHtTSYryMINTri/rcP4AyeW38OuRx5vuw0BsNVZmiVu23PM+9osdNRMd0Q4cTApeEdTds1tJrvgIhzP7m/6OyxZdgTV9alDUyLANDFNpKpEtpik4ZlhT/6PBH/EXD/4FuaLR1MoRwAr1TSiZcwCYKrhL9D6gjmkq+aJd0zIPvBUPyysl7z3bI85jTEbuC7Z5x3lLaxZk8SOqRjkr8inE9NlA2STTk2Ktn9/Ku85fNuf+APPTvThyJii6NKM8TUZu/rlc17WczI6PszB6BlBavUrqzbOz3fFubGmKY9MFHEew9chvkLSJhh7Ufrxk3kv4/uXfZ3Gr+06cMdxzXjCV38rhAyNL57oZ4id5586ftM8l+QAyhyR2/ttRjN27ARDFomud1GRIuo4Sk7Am3IRASYHU/Dz6/OaSO2mZz8SOJINv/iCO4d4HxSkoTlYXF5srAkCddcAykCQbPWWhpOa+B0OR7GZ8R4qhz5eKV8385Cfk9x6rllbUCklC7R8ASm4lQXKnZDYl+UCJMPl0hsnbv+3tn2f0uTS5FysK7CQ64dJPVbPeEW81x/jTLeyyc+dOffHixWtf+cpXLlqxYsWaSy+9dInP7M6bN++k97///X0bN25c+dWvfrXtrrvuSm/YsGHVmjVrVl922WVL/LLjd9xxR3rx4sVrN27cuPKOO+4INGf/+q//2nHdddctADh06JB60UUXLV25cuWalStXrvnpT3+aeN/73jf/0KFDkVWrVq15xzveMX/nzp368uXL1wLkcjnpVa961aIVK1asWb169Zp777035X/nxRdfvPScc85ZvnDhwnXXX3991UPz8Y9/vHtkZEQ777zzVmzatGkFQDweP+WGG27oX79+/aotW7Yk3//+9/etW7du9fLly9e+7nWvW+h4RZKuueaaRV/72tfa/ON/73vf279mzZrVK1asWPP00083/6LjBKCuiuvWXoedWRPYh9WLnnSU6azKtDEdDJqGZaBKKkWTphjqqKaQNDdx3nxXAxZRIuQOv57lyeZsqQD6kmG5hEPJsq7Z6LdeR8w4HYC0Mp/s3vdzlleuOpB81LGf6032IEmCY7OjVSWSm4m2SBuv6vsU2Yn1zBRMFkZewuyOj7O8bWlT+8d1BcVpZSQ3EshuTMf1gG7GNg/gnIUb+MLmBzl2bCFf/8V+rllxDd/+s29jmE1USQT6WqM4VpqjGZ9l9xjF42DzLll8Cdm970fY7iC3qesyjOGXB4C6Na7zxTeeRkxTai6Z96QjOGa6xPTbx88ontV9Gfmh1zGVN7EdgTWznmWJzU3vn9bTKGgBy52380hKnmiT9lwAr1xxJebUpoCh3tC1ASvf3VQiW1xXEFbYRvHg7EGeGn6KgiU1xVADLE2cQW7WXbXIFAs4ViooI56IKGSLFj962tXELukMuz2komrgPOP3YUbexozyRFO/7cf8xBKms25/fRlUM3kFfizvcBnwxw+4qy6Z6I85JrY0vX9fSxyQGZlxgY9vgZhqsqAJuIA670xi2jbHZgr883M3orc/2tTkqDzaPCZ+2pvc5Azpt3L4kIRF17oMifWeFjhgqOeWfMjpDpxiKRnOKVrI6vFpt9tO7yDe6w7iWmuM+ZsniW/c2NzO6X7UmKvZt0a8PlgC+TiOX0km6X3zy0j0GVCYIbGyj6UvHyGycmXjnQFkBbU1jjWTR9huX0ShgCSMamnFHBFZuYaFlzskznTHlva3/AUrn30GWTabs+9TNNQEmCMeIM+7wDiQ7zTsgM9Qz9Tf7g8Yr7vvdSsr//vy81/uAsiaWbnW57e/eHsHwGhuVK38rJnf3L9/f/T6668f3bVr1/ZUKuV8+tOfDmQY0WjUeeqpp3Zefvnls5/85Cf7HnnkkV3bt29/8dRTT8197GMf68nlctJ73vOeRffcc8/gk08+uXNkZKSmBu/6669fcM4558zu3Llz+7Zt27afeuqphc9+9rOHBwYGjB07dmy/7bbbDpdv/4//+I/dALt27dr+7W9/e+/b3/72RblcTgLYvn17/Ic//OHeF198cds999zTNjg4GPrNv//7vx/p7u42H3744V1+Fcd8Pi+vW7cu/9xzz+245JJLMjfeeOPICy+88OLu3bu35fN5+bvf/W7NmWRnZ6e1ffv2F9/ylreM3nLLLcdVAegEoC4LIQTHsscYzcw0pbvtSUeYmnUHlgBQ2wYRNYJhOU0x1BFVIZq/gNeucquRFW0HRzQH4PyY71kE+UDO4fg1r/O1czHzLntQuUSvNpGUGPQhe8xlNSUT7ThkK5IksbH3VISdYGgqjy0EEiqa0tx5iOsq2GkM22DGK95hiSKqHHE/ayI0WePspfNY1JFgx7EZOmOdnNR1EoUmr2VfSwxhphn3kjt9lj1+HFpLHzT4XtQ92mqs2fUhPf/qvjQ/f//5/M3Lllft35WO4phphrx7oWgfn3QGSl7Uo7MFTMfBnDybU1ova7BXKSRJIqF0IORpl+V2mk8w9UNXBYo+EVg53nrBrWRGz2oKhMUjKsJKIiOHJroRJYJRdJoG1Ko+yaz8LEIIZCdJdvfNvHyRW3Appis4Ar7x+AHecvZiFnWGl817vesAJUBd7s3ebMxIz1NMPIZpO3Rqy8js+ntO7z296f1P7nNZ3aeO7Hf7gBlUe2wmulIR9M6f8pMjrg57XuRkcgfeyrxUcwmm4NkoYiMpWbYNzVB0iiC0piZH4L6X33j/G3l42HXgGYidyk2n30S+6PxWGmphZDCzMo5dVnoc6ko+1D73/WYddTGAKFrHZVkH0HXJKloWelUGfQ/oZjXQWgy1zZ20+XIJYVHtv9wg2i7bTLTVcgGl925oihn2Qu1sA4dAA+0UCsgi3zgh0Qu5fzXxxDEUzZ1YSJJb+lxyzKYlH1rcwRp2iRPHk//ITRa3oXUBvOk+WHxuc9v/L43e3t7ixRdfnAV44xvfOL5169aAEbjuuusmAR566KHEnj17omecccaqVatWrfnud7/bcfDgQf2ZZ56Jzp8/3zjppJMMWZa59tprx2v9xtatW1M33njjKICqqnR0dNS1tNm6dWvyuuuuGwc45ZRTCv39/cXnn38+CrB58+aZjo4OOx6Pi2XLlhX27NnT8KZVFIU3v/nNgeXWAw88kFq/fv2qFStWrNm6dWvqhRdeqMkKvP71r58EOOOMM3KHDh06rln/b7Fe9r83TMfkojsuwtIupSv5lobb96SiPLEvR3tHezBoFuwCESVCwbSb01DrCnnTYrIwSVpP8+LYIMkVH2ao+D6g/nKuHwvT7uA27Cc2SiUP6GZDj8ww5QwC53Iw9zyxBV9jKLOWxa2Lgup6bXNoNQEG0u6AM5obwbQdpONkqAHG7RdQ089wdOp0DuSeJtb7c4r2RehK42OJ6wo5qwUU+Mj9W/nk5S9D4BwXkAT4wrNfINmVZXDkNJ489iTDuWEKZm9TIGxeawxhtZCzZylYhTJ2uPk+JKMQW/AlHh+5mOt4FzsndyHrw1UJsr0ttb+zJxVBWGlGcq61leGB2WaSO/0w5WMkV3yYnx74AG9IXw5yAUlqzt7Lj5TWwYQ2Tc60A1AfOY6B++HDDxFf+k8cyXwKWEfBtJnOm03JBOKaAiik9bbwc6lGXA11k5PVY/YTROZ/k9Hs24Oqjz4j6gO5lyzt4IN/tqpq39a4RkQKJxzbFNGOQ4sOMGT+Cr1zKzP5f8AREsJOHldC4Koul6F+cdhNKhQU0Y7juYxqCpHUfnZnXCCpksbOLScdaVL7C8xPzWdRejHbFYPnDk1iiyIyGq0Nkkv9kCSJo9mj9MT2A/NpkZbyxjUv42v3P0S88/iHMPPQYfbc20vfsu20bri6BKjrSD7UPo9sOOw+V45pIR8noBbRduzxCVQg+/x+Dt/Vy4KrdhPb0BxLrXX3ABOuXEIIhE21/3KDKE6a2GMaMWOGmSd2Mbmlg/nvLaLozV1PVws+gTU8gtrV5TLUTvMMNZ0rmTkcRbrne6T+/O3M3H8/he3b6W4tlBIG64WiocYcRKGAMzODyHtOJc0Caj0Oi89pbts/UHznFd/ZOddnCS3h1Pu8K95l1ft8rqjMQyn/O5VKOeBOZDdv3jxz7733hozKt27dGjtuZ50mwl9ZrhW6rgcfKooiTNNs2AFd1x1Vdd8PuVxOet/73rfwiSee2L5s2TLzb//2b/sLhULNBzgajQoAVVWFZVnHdaAnGOqyKHnVKk1ZrXWlI4zOGnTHSsVdNvVu4uKBqzk6XWBJV+Nkj/7WKMfsRzn3e+cylB1iKp9BUgpB4YdmojfdirB1xgseoDb66FCr2ct6McLPybb/B7ZjkzEnUBP7cHBB1EtXdfOWsxfXTcpb1OJWLRsrjGLZAmFHSapNavO8ePL/tHfmYXJUVeN+T68zPfu+ZLJP9pUkbEmAhDWBgMgiIIKAAoLi98kHbqAoAoLb7yOgEEFUREABP2STTRAUDCEJJCRAErIvk8wkM5l96eX+/qiaSWeYyVRN92SS8bzPU09XV/W5farPrdu37j33nD1/I1jwCjtqm6lqW4c3+20EZ/U5FPARbbNGBP+66iOWbbF+i3SXHerXtrxGa2AFm/Y08n/rnubu5XfTHHYWsaUgI4hEcgh5ctnburcjmUi6iw5Qqj+IL3U7O5qsdRrPbLuHYPFfHXc+ijJTiDYPpix1DMaYjs6s0zjUAEOyChBvC9vrdxKJxUgb+XNe273IsTzApOy5ROom0dwW3S/+slM6Qsa17qYp3MTp/zcPf/YSRwvZQvZCtc8N/xrnjjoXsGeOPEF21rYccHFtPO1pszfU7GBH4zZSy37HxgZrUdhRw3OZN6GYez8/rWMGJx4rE2EmU7w3d+gQn+zIKfkpBYi3kT2Nzexs3kig4CXq2mp6FrQpzy7niNivqNplpVo24s4fHiBFcmi0F2dWNG3El7ESn6f7P7/OHF92PM9+9hlG5Q5n5Q5rjURaINVVuLuiUFFHtJOtdRVsqdtCVX0ruQ7vi3hiTZabgKd9Md6w42HieZDd/boVT3Yx3kCUsD1CnTEySObE7uPqd8XuN7ax7s/pxJrqiTa3EGvzIC7aJ1+p5Toa2VUJsSgpuW0EB3ed/bZbHZ54nW1v50BLHeGqvTRVBcHr/Df0DbIfLHbuhEgEb14eXm+zMx9qgIIxVH+UTvXj1oL1xsXvsPf/noZIq7MR6qzB+LzWgu3wrl37wg86XdypAFBRURF49dVX0wAeffTR3JkzZ37KqXzOnDmNS5cuTV+1alUQoL6+3rNy5crg1KlTW7Zt2xZYvXp1EODxxx/v8kl01qxZ9e2uJJFIhOrqak9WVla0sbGxy37n7NmzGx555JFcgJUrVwYrKioCkydPdrxIIC0tLdru492ZpqYmD0BxcXGktrbW8+yzz3bv35UA2qGOo70DRMzvyO+2KCOFtmiMEwadwlHF1qKdecPnIXtPw+cRzpvW84KTWSPzCbdZfl2VTZUdIaHSXCz6SQ/6aK08gxK/NRUc230m09Iv7UFqf7KC+SAx9jTv6RjVbB9RPH50ATcvOHDIs7xQLlRcSb5nBm3RGE0b/5sFg692pcPgzBLEV8f2mibCdsxen8Mp0VDAy57qQpo/+R7RxlEs3dBIUc2dDA+e4kqHolARUc9ewlFDTXMTKd4UWsJRUh2MRnk9Qr4cy8zA3RSnFVOSVkbT5i8zNG2CKx28seyOONCtUStVdEY3WS47U5gZJLz3GM4o/g4iQqZnKJGqBR0dVCeMzC3CxLzsatxFJGoQCRN0Odsws/AMwjWzrHjZnjJomEHARUduX8i4KlqiLVQ17wQJOwq11u7iMz7rOKYWWvG3i9OKGZw2mrZorNtEKJ0pttcmbKmtoKalBl/Gx7TFrMXg40oyuf+S6d2GsgQozUqlobaMnBSr7Y4Zg1/cPeAVpVlrEzbX7qSqdRPB/NdpjjhfUOX1eJk6qJC1u+o7Qv+5nTnK9OfRavZijGFdw9uklj2K38UDfzsTB2WxqsLqFGe4eMgE6wGrqrmS9KCPt6of5sqXr6K+NcKQPIcRKuLo8Lttz3JYMBrO+82BfXhDeWSPbCJ1hDUTlzPBS95M524vAP5CO9vhlnUd4eIcR/kAPIVDKJzRQujooyAWZtCxe8k/w6EPto2vqJBIsxfTvLdjcWNHtBMHBEeNZcic3aSOHYz4/Yx+/jHyxjb2HDKvneyh+NIMkd37wuZ5gkHLBcaJD/XwE8gobWb0728hOGoUgZJcRp29k/RZzt2gFBgxYkTLQw89lDd69OjxNTU1vhtuuKGq82dKS0sjixYt2nThhReOGD169Pjp06eP/eCDD1JCoZC55557Ni9YsKB8+vTpYwYPHtzW1Xfcd999W954442M0aNHj584ceL45cuXpxYXF0enT5/eMGrUqAlXX331fh2kb37zm5XRaFRGjx49/oILLhi5aNGiTampqY6f3L/4xS/unj9//qj2RYnx5OfnRy+++OKq8ePHT5g/f375lClTGp2W6wZ1+YijfYTaGL+jEer26eeTB13I2GJrdHRvSwNPLNvEyeOKHP35HzU8F5+xRjoqmyqpb7VMkuFwCg4sH+dg8yzSYvt8oL0uQpQB5KUUQJ01+tObUU2PeMgwE4i0ZXQkJfG7WAUPUJxWhHjCbKrZQ5hWMAHHo1ihgJe9TQZIoygzyFvrq6mpD3DkEHej5IWhQpZG3wOguqmxw30n7wAdp3hKs1M64u2aaJBoUzmFae5GkYJxI4Jt0VZ8kuY4MUx+ehAROhaRhaQEb/2cjsV0TsgK+SGayR57tgHZPy66E1L8HsTbQF1LK/meaQRrSl2NSOaH8sEI9ZE9+x50jd9RMpB2t4yKhl38e8cGji09lq9O/SqPt23hH3zAZIcd6kH2uoBt9Tupb7UeaNzclyVZKby2+W2e/qSKs8vPJqXqOo4a7czXtDA53O4AACAASURBVKOMjgXHFbTF3LsQAezyvIA3u4oPth9L48brmDbL4SI0m5xgAZXhCDWtNbTGWjHGi0ecj8UYY7jylStJS5vMnvqhZFZextDica50KAwVsrhiMdkhPy2RFgJ+637sHK7QCTHbTcDjNFwcQFo+hVPqYZb1Xx1tasGT6Xc4f2bhK7bcbyJbPsG0Wn0QN51ZyR5MXnk1jCyzYlADeNyN0PtKSsEI0apdlg5iEJ/zboCncDhpxW0g9kNdg52QzKnLh9eHLzeDhtVNlg90S6sVi7t1JzjJpFo2w4qbXbUE5EIgii8lBk5jaSsAeDweHn300S2dj2/fvn2/EEBnnXVW/VlnnfVR58+dd955deedd97qzse//vWv7wH2AAwePDjy97//fX3nz3R2IVm3bt1qgFAoZJ566qlNByoT4PXXX/+kq2u66aabKm+66aaODHlNTU3vxZ9fuHDhjoULF34q9XL8d8Zf//HHH9+0ZMkSV+40OkIdR/wI9YFCxLXT/udeWddKc6SZmInxxeevoSX/l3z+6CGOvjPF72WqvXCosqmS+jZrCsuNmwBAeqiZrY1WWltv2b2saPyjK/nCVKtB3Fy7s2MRmRufV4BA+iY2Nb9DazhMatnv+LD2Xz0Lxetgj6J+WLnVSpFsnP9ZtI9Klo9ayuSxn7B82xYaQs/iC+7qQfLTOjSEa0HC1LU2EfRZHWonixIBijL9rJW7eXb9s2zcux1fxgr8fuehrQDSvHm0YU3rh02rK59Xv9dDTlYtj1Z8mde2vEZjZC/eYCUxE3NchojgjWVTG95NazSMeKKuO9Rr698iffRtbKjdQDgSxedx19T4PX78kkFztGbfg27M2UK29g71kt0vc9UrV3WEelu5vZaMFN+nQtx1x5AsawRyZ+MuNtnZ5dwsrCzNTqXRv4S7l1sZQ8PRGH6XkSEG2+sjdjTsshbzsS+DqVO2t76PP/MD/rGmEhPOJSt4gHjLXVAcKiEWzqK2pY62aKur+xKs+rRx70bC3u1gfNTtGcuwLOdhQQEm5k9kRvEMskNeWqKtHdlse9OhNvZCNklzkcshZD0Ux6orANj0p0Z2PL35QBKfwldmJ3fZsYWYnQHKse8vQNYgwk0eWpb+CxMN88mzhVS/6jwEIoDf9gUP79xJrC3sJi+MrUMZDTuCNLz5GuHKSrZ++w4adwWcu3xg+YKbcIxYQwOmpQVPwAd126yZgp7w+jFDZ1H52MvUv/Y6rVu3U7kyg/CeQydqh/Kfi3ao48hNzWVuwZeJtpY4cvloT+7y0ubnOeqPR7GjYQcVdXWkeFOYXe5wCgw4vnwwJuZn494dhDy5hPdOpyDkblRTsv7JO623Eo1FEf8eoqbZlXyxnS1xe30FXjKQtjJSvO5GwlpDb7Ip9gQN4WZ8GR+zN+K+MwvWiGBbJIoY55249k6UJ+M9GnzLiHlqCeS/DoHdPUh+WofMQCZF2VEaWptJ8aY4TgYCUJaTQdj3Cat3r2b5rvdILXuMqMd5YheAgsBwTFsxxhgisTbXndnCtGxaTA0VjRVsaHmN2KCfWAmDXJBlZhCKTOxIQ+/24ao9+2ZFw05Wtj1AU9GPXMkDjAlciGk4oiNaik8CjnzJ2x+uguxbFHjTv27iH7t/xaRBWY5HyovSM2na/GXGhOaysdqyoZvfoTTbivRR3byHSCxCW9aTbI+86VgeYGLBaOrXfo+ywNH7HnR7SqDRWY+MIoIpDfz94x0E8v7B3uinBo0OyIyC42j85Dtk+EoIx1oR484HG6z7KkwNXl8L3rQ1ZKS5e8g8c+SZ3HPiPeSEUmiLthKLWTbuTYc6UJhO4RG1BIY4G/QAIDWH3aszWPOVX2HCYWIRg7iMMOIfbCWEC1fsIJCfStbIyL6Mf07IGkzliky2ffcOTEsT4UYfsTbnD8oAvrJhgBV6z5/uI6XQ5eKyzEFUrc6g+slXiNXW0vDuaqKtHkh3PvPSkTVyuzVA6vHa11Ay1ZG8jDyRvR+00fDK87Rt3cmeDzOI1Da5u47/YMaMGdPWPiqsJBftUMeRm5LLMN88CBeQe4CIFu0UZ6VQlBnktQ+tEY/fLl5BQ1szQ3KyDphlsTPHjyqktfI0MqITKQiU01JxPmWZ7vzz0ry5GKLsbqpGJOxqVBOgJL2A5m1fYFzWMRR7ZpO++wb8LharAIS8ubRRw2a785GT4m4abkLeBG6Z+kciDSOp3/4Z8mp+4Fh2+rAcjh2Rx8icUtqoIeC3FlTmuZwKPLv8bN666C1G55eRXnc5/zXle+zY28KgHGejgqV2LOqtdTs7/OGzU9z96U/LOYumLZcDUNh6KSUy15V8cXouGC+VTZVWJ8yIK/9lgBGBefgaTiQag9aqkxmZMcmVfLurQlVzFZFYK9KLpmZc+kk01Q0n5AtR6JlBdqDQUWc4M8VHZoqPimp7BqmpkvV711MbrmKSQ3cPsGJ+R5vKqaj2U9tkyPaXkOZ3Xp9KsqyoLzFi7G7ejUl/j7rYJsfyAHlpqRBNo6450qtoKWD5o8c8tayp3EOw8EV2tX3sTt52Xausa7VmjnC/ELAwVMjuliqGFjUSGvJbWr3uRnfbyQ4FiJg2whEvBRlBV+FF2wnkppI3phFfUfdZKj+Fx4s3MwUMRKqqMBErDbYbPEXDrIQyQzNJL8+idI5xHu4NIHMQ/lCU8J69mKb2+MsuZxHLR1M2p4HUQSnkzS5i6GfczXaQmoM/DcJ79hJrT8riNa5GqNNPnEv5WTsJZEQYvOh+hv73idaJ0iOcFTBiDr5QjMimjzsyTjpOn64ofYh2qG32NLTS0NbAhtoN5ISky5X7nQn4PPzq4mns2Ws1in9YupL0FEN5gbsFpONLM0lrnUvFriE0tu4fnsspmX5rRLyicRd4Iq5X8melBojUTyRAHpFoDL+DkH+dSffmYaSVNzdsAmBorrtV8Cm+FI4fMRrwsquuFb8DG7Qzd0whj111DMXpRexurmJMifVHkRdyEIopjvYOW3lhOpsrfby+ykpuct50ZxnNSu1O1I6GXdTbHeocl419bihAOGqoa4kQbRxLSaqz8IntFGeGIGqls4+YNsDnyn8ZLF/sqoZ6BC9tu0+mPHOiK/n2uOS7W6o6wqS5xedvpMmzntK0Mopbr6Y01VnkGp/XwznTyliyzrqXdjXtoq6lmWjU53hBIkBawIs/bRMvb36JaMM4/nfW45RlOMxsh+XyEYtP7tKLBYEBn4e0grdZXvM3RgfOwbPlx678l6E9DnQYj9+aFnc781SQESC17Hc89ckTlPFZcuqvdCXfrsOupl0ML7DapcJ0d/dERUMFJ/75RBp8S4jVnERa84m9Gp0GiNTU0Frnw4jLEeYcy0UkvGsXsYiV/dANEsqhYGIjqcV+TLQNHIQD3Y+MYnwhA9EY4Z2W64nHZYfam55GRnkqPn+bHVnDnTwi+LLTiOxt6lhY6QmmWOHonOoweDL+UAyptrJOUvG+FR/6AGEL96NgDL4MH+GdFftSl6e6a+cVpS/QDjWw6I31HPuLh/jrJy/wRtM3ycqqdiw7fWgu3z7VzvqUXU1WCFJcNlJej3D0iFRe3fAOz255mPSx38WIuynR7KA15fbhng8Ribn+485I8eNJ2cI/tr/AmtanaMj+pSt5gKyApcOyne8D7hdPAby67S/klSwmkPc6jaGXXMsXhYqobqlmaJH1+xVnumtow9EwN7xxA9W+VwiH3uLBZX/juFH5DHUYTaAkOwUTzmRbwwaqWyw/6FyXHeqYr5K0ET/jqTVPU21W4A+6cxkpzEwh2pbJmuq1tMXc+7wCNPmW01T6LV7fvBjx1eLxRlzJZ6akEIuks6dlB1HaEJcJTQA2h18jbdh9fFy1jV11rR0uVk64+OghtNlhFBvbGmloawbjZ/IBUn13RkRIzV3GnpQ/4fG0Mr7E3QLXUrsu+CRAzIB4Iq7vSwBfxirWNr1MOBZzHSUErHsiK5hNMMXqUKe6WGwMUJSZiid1Oyt2vwPRXNI9LlwlbMbljWNC3gTK8q2BguIMF/7LQFYwi6rmKlpkK3XVo9hdNbxXHerGf/+bvS/+iw0vFBJt6jI4Qbf48q0OX+vadZgoiMsRajxeIp5cmj5Yy64/L2Ptw85DD7bL++xBiuZV1joxcbGosZ3G3enUvrmMnc9uZPvL7lwDAfx5WcRao7RutNaWSbq7+8LkjmT3hxns/b+/suuun1DzylLH7h7WFwr+4lLCexqJ2vHVPS4HThSlL9AONTC2JBV/6SP85N3bAfcdoMuPGU95xlSa017hhMEncNKQk1zrcPSEGiJF97Ks7s+IxMh2GVezNHUYhAv4w0e/J1w3gYKgu0U/6Sk+vKFNPLHlZ2wzzyIufY8BhoYmEouk0eBZTY6/lKyAu4YWYP3e9bRlP02g4BVafa7j1XPcoOPICmZRVmi54QxzOUru81ip5F+r/A3B4r/SFlzBRUc570CUZqUSqZ9AbmAYzWHrDzvXTTQBYHhOGQbh7hW3E85/gGqWupIvzAgSrpvEyWVnUNnQ4Nr9B2B09kRikXR+88l3SR/1Y1r87lzuQgEv4b1HMiXjfKKmDW8vRqg/O+YkTMzPRS+dwa68r5Ga5rxOjirK4MghxYQazuTcUefRHGnB7wm47oSlR49AvE2kjbmFzz57Bm1R552wUMBHuncQM1K/wbCMkQCu/eEBMqLTqDObeaHhEmI5f3Etf8rQU/jXhf9kYpHVJriJ3gNWKMZI3STW1P+b5XyNtuBK1zqcM+ocHjj1AY4ZYd2PI/PdzeKF/CFmD5rNqsa/klL2G3Y1b3dty0hNDVu/cjVVL1lBAtzGLg6UFRLM87DrzjvJHd1I2nj3DxZ12zLYfN8Sat6rdTWq205oVAneNC81TzxDRlkzgWJ3UWMA6pvHseO5amqWVxOud9mpB9Imj0B8hqZ/L8af48eT5XK9TyCV5qYSKh5dSvXDD9O8pd65u4dNxnlXIB5D+MN/W2Vqh1o5BNAONXD08CKiOy8jKFZjn+9m9TfWSNafPvMbfnnSvdx8zM2cOORE1zpcccRZXDL8hxDzY2JeMoLu/vRyQmk0bryGu2YtpGX7JYzNmulKPiPFR7j6eCYGvoRByAi690krSiukaeN/0bL98/xx3v8xc5A7HQBuOuYmjsj4HCIxfLgfjZuQP4GXzn2JG4+8nncvfpcRWSNcyYsIvzzpl8wbeiYihlRfiFPGFzmWzw758bdOZmboe5SnnkLjxmvJdbPwCChKT6dp0zVke6zY325tUZSZQrhmNsVyKvVVRzC/1P0U/fCcUpo2fg0JW64b2UF3f1ipfi9tVacRMIVkxqaTEXUXLxdg3ugZDGv9Vsf7wgx3v8Pnjx7Crq2zuP2Fj4k1TKYglOPa9aXAO43mrZY/+/aG7Y7jorczKCuTWOMYWqNRoi1FjrJ+dqbUcyqh2osBCKf/07V8+zUfOcRyC0vzu6uPQZ+XlPpzyG07k5g0U+N/3rUO7TRH620d3LcvC+cuZHruPHzp6wjm/911h9rXuo3Bs6vxBLzg8bj2P/ZkFTL09FYGL/wFRdPqSJvgbtACIPeYUkqOrkE8HjzZ7jqiAL7SoQw/x8OQn36Xstk1hCY7iIzRiaL/9wcKThsBRqzfwiUp48Yx8vRdlN51O+VfCJEy3IUvuk3ZHd8le0QjRKN4fAZKXYxQA+mf+QIjH7yVoml7GXNeBZ6sPsnToTjgueeey5g7d245wB//+Mes7373u8XdfXb37t3eO++8s+MpcNOmTf558+a5+5PuhltvvbWwvr6+V33aP/zhD9nLli1z3+HohMahxgpdd2TJZLbvuYHG8EoGjXO3IBAg4A0we9DshPT41gmfpa4+m39uWuU47nA7GSk+YtEQVTVWx+dACSe6It1esf7xuvE0xa7hxi+4S0YCVoIZE8lkSG6Iwb30b/SIh8vHX81bf85gZElpr8po/7N2OxLXTsAb4Ccn3M6y+4uZN3aGK19uEaEkO4V1uxrZvreZouBoUl1GAxiaFyIzkMnm1RcSyBrH/GmnupJvD+f41PJtRJuHcfV0d4saAcYWZ5ITLOSu4x6gwbuM6cXuOsQej5Dq99LUGiEr7P4Bs50rjprF/zx1E960dZS77MDMn1jCz19ey2/f2oQ3dRwXzZ7m+vuzUv1EG0fz5aG/ZuLwJtf+y6VZKeyobWHbnghtu09kpktbAkwozWTJW5Pw7LmOqcPcj3C385lJE3jsgws5afixrmWnDc7h9TWz8IaKmDuh9/9/cwbP4fbZtzM4Y7BrWb/Xz6WjbuBfT+UTbSlhiMPwhx2890fSRmQw/GuP0LK1ylX8ZQBCeXgj1aQNtRfyuViI18GgaWQfFyHl+ruINrW6l88ahD/2DKx/0nqf6b4zKx4P+T//C6m5p+Mp6oUt80fjD8Vg2xJorIQhx7jXYcICiud+m7TSGlKy2ty5fNh4Z1wADZuQlY+79wVXeiQSieBzeY9cfPHFtUBtd+f37Nnj/c1vflP47W9/uwpg2LBh4RdffHFDYppaLFq0qOjKK6+sbk+d7oann346OxKJ1E6fPt2dr20ntENtc9yofO54YTcwlQIXvprJ5vYFczFmjmu5TDuT3qI3NpCR4uOksc5HVcHqAKUHfdQ0hRmeP4bTy90/HLRn85s9ynnIwK6YOCiLaNMoMjyJlZMIIsJr13y9V7KDslP557rd+DzCY1e5/7PJDgV47/unEo0ZRBa46tDDvqgMb6/fw9C83j3cjCnOYNnNJ9ujm+6ntgHSgl6awlEi0VivojEAnD6phB8+m0tt3bSO63JKit/LmzfOJRKzprUDvVhom5Vq1+nhY5k+1P0oWGl2Kks31/DHd7aQ0jads3sxovj9BeP5znwrEYrfZcKmeMYU5fHeN27qlexDlx1JOGoS1iE3JZezRp7Va/mckLV4GmCo23o978cw8zoCWYMIuMsrYxHKBxOFt+6GQDqMW+C+jNNuB2NIcTlT0kHWYCur4PKH4bj/cT2y24EvSNr3X4Xe6DFmPqRkwbu/gaZq50ld4vH6kemXkNn4Uyvlu9MFiZ2Z8y044Zu9u47/UNasWROYN2/eqCOOOKJx1apVoREjRrQ88cQTmzIyMmKDBg2adNFFF+1+/fXXM6+++urK/Pz86K233lra1tYmQ4cObX388cc3ZWVlxZ588snMG2+8cXBubm5k0qRJHTELFy5cmLd06dK0hx9+eMvWrVt9V1xxxdAtW7YEAe69997Nd999d9HWrVuDY8eOHX/CCSfUXX/99ZULFiwYtW7dutVNTU1y6aWXDl25cmXI6/Xyk5/8ZOuZZ55Zv3Dhwrznnnsuu7m52bNly5bg/Pnz995///3b4q/ptttuK6ysrPSfcMIJo3NyciLvvPPO2r/85S+ZXel+7bXXDnrppZeyvV6vmTNnTt35559f8+qrr2YvXrw446677ip56qmn1k+YMKEXT7v91KEWkXnA3YAXeNAYc2d/6BHP7PICwAonlZfuflo2mbidlgbItP/4l2yq5rKZw3rVgclI8dHQGnEVQ7srHXor305BRpCSrBQCLjuShwqlWdYI1g/OmsCRw3r3R+H1iOtZinby0gKIgDGJ2aI39TCeUMDHk0u3ETWG43r5kJXi93LutDIeemuj6w41WA+KgV7+jgDZqX48AuNLMnslX5KdQm1zmOdWVnD+9DLSgu6bXBEh4DIhTLI5FHQAq0MNEPR5KMhwH6GCLPcjuh20p9de8zxMvwyC7lwD99Ojt2TZUWZGnQpze/dwlLAe/lSYchG8swgwkObejxuAaZfCmz/r/UNBO4d5Z3rj+Z/7VOrSjFNOrs6/6qqqWGOjZ/Nll38qvFHWWWfuzr3kkj2Rqirf1mu/OjL+3PAn/tzj4qNNmzalLFq0aNOpp57aeP755w/76U9/WnDrrbfuAkhJSYktW7ZsTUVFhe/MM88c+eabb67NzMyM3XTTTcU/+tGPim699dadX/va14a98sorayZMmNC6YMGCLqc5vvKVrww57rjj6r///e+vj0Qi1NbWen/+859vW7BgQerHH3/8IVid+/bP33XXXYUAa9eu/fC9995LOf3000etX79+FcCHH34YWrFixYepqamx8vLyiTfccMOu8vLyjuQKN998c+V9991X9MYbb6wtKSmJVFRU+O64446SzrrfeOONlS+88ELOhg0bVnk8Hnbv3u3Nz8+PnnzyyXsXLFhQe/nll9f09NsdiIPeoRYRL/BL4BRgG/CuiDxjjPnwYOsSz9jiDPLSAuxpbKPAQdrxQ432EWrA1SK6eDJSfFTUwqxedsJml+fz7fljOWlcL0YsOnHHZyeRkXJ4TqB8ceYwJg/O4vO9tEOi+LweK+xdfWvCDzeJcONpY1iy0YqYM39St251PfLVuSMpygwyqvDgLzy69NihTB+a0+sR9vaHq7ZIzHH2VKV72jvUQ3JDCT/wuSZ+FHX65Qf3u9sZfjyceDMceSV4elcnk8L0y+Cd+6393naos4fA2fdBkXv3QiUxiouL20499dRGgEsuuWTPwoULC4FdAJdeemkNwD/+8Y+09evXpxx11FFjAcLhsEyfPr3h/fffTykrK2udNGlSK8DFF1+858EHH/xUJXj77bcznnzyyY0APp+PvLy86O7du7uttG+//Xb6ddddVwlwxBFHtJSWlrZ98MEHKQCzZ8+uy8vLiwKUl5e3rF+/Phjfoe5Md7rn5uZGg8Fg7MILLxx6xhln1F5wwQXduqf0hv7osRwFfGKM2QAgIo8DnwH6tUPt8QizyvN5ZsUO8g/HDnWqZcrpQ3MYU9y7kZP0oA+PwLEj3S+WAUgNePnKCSN7/qAD5o5NvFPeX4wvzWR8ae9GNJNFUWaQPQ2tzBzZfx3qM6eUcuaU3vnBx5OXHuTqJNUrt4wqymBUUS9HIrFcPgCmDM5mQqn7qDfK/mSkWG1Ub2NQJ0TIvpdKpiY+qtpbAmlw/I39893xFI6DwcfA1sW9c/loZ+pFydPpMOVAI8qetLTYgc77CgoiTkakO9P5YTT+fbsPsjGG2bNn1z377LMb4z/79ttvp/bFw6wx3UecCQQCHSe9Xq8Jh8MHVKA73QHef//9j5555pnMxx9/POe+++4rXLx48dqEFI+jP+bUBwFb495vs4/th4hcJSJLRWRpVVXVQVFs/sRiUvweyhxmxTuUKMlKJeD1cMWs4b0uY1h+GrPK8zv8RpXDlzFFmRw7Mo8sB6m6lb5jREEaAZ+HK2YN629VBgQejzCiIJ0pg92Fw0wK2UPAlwLHXHvwv/tQ5JhrwOOH3KQEaVAOIhUVFYFXX301DeDRRx/NnTlzZkPnz8yZM6dx6dKl6atWrQoC1NfXe1auXBmcOnVqy7Zt2wKrV68OAjz++ONd+jXOmjWr/qc//WkBWAscq6urPVlZWdHGxsYu+52zZ89ueOSRR3IBVq5cGayoqAhMnjzZ8SLBtLS0aG1tredAutfW1nqqq6u9F1xwQe3999+/9aOPPgoBpKenR+vq6hLuD/fHCHVXTxafejQxxvwa+DXAjBkz3AfL7AXzJ5VwwpgCQi6jMhwKFGQEef+WUxLS/SfnTiZ6gKdE5fDhrnMnqS0PAfLTg7z//cTuS2V/nv/6bHyefhgLCuXCNzdYo8QKTDgbyk8GlyE1lf5nxIgRLQ899FDetddeO3T48OGtN9xww6dGLUtLSyOLFi3adOGFF45oa2sTgFtuuWX75MmTW++5557NCxYsKM/NzY0cffTRDR999NGnRiHvu+++LZdddtnQ0aNH53s8Hu69997NJ598cuP06dMbRo0aNeHEE0+svf766yvbP//Nb36z8pJLLhk6evTo8V6vl0WLFm1KTU11/Cf2xS9+cff8+fNHFRYWht955521XemelZUVW7BgQXlra6sA3HbbbVsBLr744uprrrlm2P3331/05JNP9npRohxomL0vEJFjgR8YY06z338HwBjz4+5kZsyYYZYudZfcQlEURVEUpT8QkWXGmBmdj69YsWLTlClT3GdOSxJr1qwJtEfW6C8dDmdWrFiRP2XKlGFdnesPl493gVEiMlxEAsCFwDP9oIeiKIqiKIqiJMxBn4c0xkRE5GvAS1hh8x4yxuiTkqIoiqIoSh8yZsyYNh2d7hv6xbHPGPMC8EJ/fLeiKIqiKIqiJJPDM3OGoiiKoijK4UcsFosd3tlo/kOx7dZtanPtUCuKoiiKohwcVlVVVWVpp/rwIhaLSVVVVRawqrvPHPQoH71BRKqAzX38NflAoitvEy1jIOgwEK5BdUiOvOpw6OgwEK5BdUiOvOpwcBhqjPlUBsFly5YV+ny+B4GJ6KDm4UQMWBWJRL48ffr0yq4+cFh0qA8GIrK0qxA3B7OMgaDDQLgG1SE58qrDoaPDQLgG1SE58qqDovQN+nSkKIqiKIqiKAmgHWpFURRFURRFSQDtUO/j14dAGQNBh4FwDapDcuRVh0NHh4FwDapDcuRVB0XpA9SHWlEURVEURVESQEeoFUVRFEVRFCUBtEOtKIqiKIqiKAmgHeoeEJHvu/hspoiM7OL4ZIfyxSJSbO8XiMg5IjLBubZdlnlHgvK5CciWi8i5IjLehcxZIpKSwHfmisj3ReTLYnGTiDwnIj8VkRwX5aSLyHki8g0RuU5E5omI4/tFRLJE5AIRud4u4wIRye7dVX2q7FOSUU4vvrfXdSGuDMf1UUTyO73/gogsFJGrRMRRUgQRGdJen+z6cLmI3CMi14iIz4F8QvUxrpzjRWSMvT9bRG4QkTNcllEgIkeIyCQRSe+FDkUiMs0uo8it/AHKdVQfReQ0EfmSiAzrdPwKF9+V1DYyCe3jcFuHsb2Ud9VGJrENSag+ishcEblXRP4qIk+JyJ0iUu5Shz5pI/urfVQU9aHuARHZYowZ4uBznwP+F6gEZ224LQAAGW1JREFU/MBlxph37XPLjTHTepC/Gvg2IMBdwGXAamAW8BNjzG8c6LCw8yHgEuBhAGPM13uQv9kYc5u9Px542r4WAS4wxrzTg/zrwPnGmN0icgnwPeBN4Gjg18aYexxcQzPQCPwNeAx4yRgT7UkuTv4F4AMgExhn7/8ZOAWYYoz5jIMyPgfcCKwA5gJvYz18TgIuNsZ80IP8pcAtwMvAdvtwma3DD40xDzu9nm7K77FOisgk4AFgENZv+S1jTI19bokx5qge5GcBD2IFs78CuA0YiVUfPmeM+bcDPROtjx33jYjcDBwHPAosALYZY77hQIdVwFHGmCYRucu+hqeBE20dDtiZS7Q+2mX8L3AU4ANeAk6yyzsBeM8Yc2MP8uOBhcAwYAjwHlAIvAH8lzGmtgf5qcD9QBb718e9wLXGmOVurqeL8p3UxzuA2cBy4Ezgf9vbAyfto/25hNrIROujXcbTxpiz7f3PYLX5/wBmAj82xvyuB/mE2kgRidjf9xjwlDFmb086d1FGovXxTqAI+DtwNrARWAtcC9xhjHnCgQ591kY6/c9WlKRjjPmP34C6brZ6IOKwjPeBEnv/KOBj4Bz7/XsO5D8AQkAe0AAU28dzgPcd6rANeAS4FPiivVW17zuQXx63/zwwP+563nYgvypu/10gz94PASsdXsN79jVfidVg78LqDJzg1A72qwDbuzrnoIyVQMjez8fqRAFMdvg7rAGyuzieA6x1qMMz3WzPAo0O5P8FzAOygRuwOh4jXdTHJVgPEMdiZSObbR+fBrx1kOrje3H7y4E0e98PfOBQhw/j9pcBnrj3K/q6PtplrLbrYwioiatb/vh75gDyi4Ex9v5RwO/t/SuBJ53cE8DRXRw/xslvkKT6+AHgs/ezgReA/+e0PsaV0es2MtH62EWdfBsYbu/nO6xPCbWR9m+wAPgjsAf4K3AhkHoQ6+MHcfs+7PbAtkOP8vZnE2ojE62PuunWF1uPU57/IewFjjTG7Op8QkS2OizDa4ypADDGLBGRucBzIlIGOJkGCBtjmoAmEVlvjNlpl1UjIk6nEcYBP8LqSN1ojNkuIrcYY37vUD6eUmPM32wdlohIqpNrEJFBxpjtWH94jfbxVsDr8HuNsUZSHwAesKd3PwfcKSJlxpjBPch7xHLtyADSRWSYMWaTiOQBAYc6CNBs7zdijQZijFkpIpkO5buyWcw+54TjgC9g/Y6dyz7g6LJNujHmRXv/ZyKyDHjRHhVzUp/8xh6JF5EqY8y/AIwxyx3WBUi8PqaKyBFYswNeY0yjrUNYRJyOEm8VkRONMa8Bm4DBwGa7Pjgh0frYXoYRkVj7e/s1hjO3u1RjzBq7oCUicr+9/4CI9DhKj/Ug8qnZJWPMYhFJcyAPiddHnzEmYn/vXhE5E/i1iDyB8/sy0TYyGe1j/Pf4jDEbbR12x9n3gNeQYBsZNsY8h/Xfkoo12n8h8EsReckY83kn15BgfYyJSK4xphoobdfbtoPT9i3RNjLR+qgoSUc71BYPA0OxRp8686jDMupFZKQxZj2AMaZCROZgTS878fGLiYjfGBMGOnzZxPLfdOS7a4ypB/5bRKYDj4jI805lbUaIyDNYjVKZiITsPzCwRi964hvAyyLyFNYoyGsi8iJW4/dbhzrs15jaf5oLgYUiMtSB/I+xZgfAclV40P6zHQ/80KEOL2B1Pt8A5gNPQIcPsZPG/nZguYi8DLQ/kA3Bms78kUMdFgNNxpg3Op8QkTUO5EVEsoztDmCMeV1EzgWeApz4QsfXm+90OueoA5SE+lgB/MLerxaREvu+ygMiDsv4MvCwiPwAqAXeF5H2UefrHcgnWh8BnheRfwIpWG40fxaRxVhT7G86kF8vIt/DGiE/B2vEGRHx46wN/5v92z/Mvvo4GGuk9sVupfYn0fq4XkROaJc3ltvMl0TkNuBchzok1EYmoT4CTBGROqx6ERSRYmPMThEJ4KxDnGgb2VEfjTHNWO5sfxaRLCz3CyckWh/vAN6z7T4WuAYsn3YsNzknJNpGJlofFSXpqA91khCRKVg3+LpOx9t9Tv/Yg/wQoML+s4g/PggYZ4x51aU+guXTdqwx5gsOZU7odGiZMaZBrAVM5xljfumgjCzg88BorD/7bcBfjTEfH1Bwn/wcY8w/nHz2AGV4sep2RKyFZ1Ox3D8qXJRxOlYnfIUx5hX7mAdr5LbVgXwOcBqWD7Ng/Q4v2aOdfY6IfB7YYIxZ3On4EOB7xpgre5A/C3g17oGq/fhI4FxjzE9c6uO6Ph6gLC8Q7KxbDzLj2L9OvmuM6XFEMRn10S7nWKyRwcX2b/hZYAuWy8YB9RBrodZ3sesjcKcxpt6+18Z1tnE3ZcwHPsP+9fEZY8wLiVyXU9pnNexOYOdz7SO2PZWRtDYymfXRLi/b1sHJ2oJet5EicoMx5mdJ0LfX9dGWzwVGAJ+YXvhx22X0axupKMlGO9Q2dgN7FNbNbYAdwBLTix/IbmxMbxuGROWTVUZ/09trOJRsqfQNIjLW6UOacugQN8IcfyzfGLO7v3RSeofaUlH2R8PmASJyKrAO+AFwOtZ04g+BdfY5J2UMEZHHRaQKeAd4V0Qq7WPD+lo+STr4RORqEfmbiKwUkRX2/lfskfY+lU/SNSTTlpW90aGHsg8YIeRglCEiCaXsTVTeLiPR3+Hl/tbhcLGliHjt+/JHIjKz07mbHX7PYLv+/1NEvht/P4vI0w7k54rINmCHiLzc6T5yZMsk6JCQfJJ0SMgWneRnuZVP0jUkw5Zj7f+G50VkpIj8TkT2isgSsWaT+lReUfoC9aG2uBs42RizKf6giAzH8qd1coP+CSuE0sW2f2D71PT5wONYK+r7Uj4ZZfwBa4HmD7Gm38AKZfRFrNXxF/SxfDKuod9tKSLndHcKKHbw/QmXId3HjBasB40+lbfLSPQaOoc5i5d3FK82CToc9rYEFmFFdFgC3CMibxhj2v3Hz8EKidgTD2H53y8GvgS8ISJnGmP2YK0/6YmfAKcZY1aLyHnAKyJyie2u4nQhW6I6JCqfjDIStUW8/MLD2Ja/Bn4KpAOvAd8CLseKYHIvVii/vpRXlKSjLh+AiKzD8n+LdDoewAq71WPAehFZZ4wZ5fZcsuSTpMMaY8yYbs6tNcaM7kv5nvR0+jvS/7YMY4W16urmOs8Yk+FAh4TKECsKxmb2/4Mz9vtBxpgDLixMVD5J11AP/A9WBITO/NwYk9/F8WTrMBBsudIYM9ne9wG/wgrzdhGw2BhzhINreN8YMzXu/RewFqueBTxheo6zv8IYMyXu/QTgL1hxpb/Xk3ySdEhIPkk6JGSLAWTL99p1FZFP4ttlcZa3ISF5RekLdITa4iGsaf3H2X/F8QVAjwlVbJaJyK+A37P/SvovYsWy7Wv5ZJRRIyLnYyUMiAGItRDvfKx4pX0tn4xrOBRsuRL4mTFmVecTInKyQx0SLWMDcJIxZksX8k5CQSYqD4lfw7tYcW3f7kL+BwdJh4Fgy44Ot/2geZVYGWBfwxrhc4JfRFKMMS12OY+IyE6sxCBOQu+FxY6IYcuvFpGTgOewku0cDB0SlU9GGYnaYqDYMj4iyi86nXMSRShReUVJPuYQCIZ9KGxYrgDfBu7BmjL6NjDehXwAK3zQi1jB91fZ+9diRSToU/kk6TAMy92hCivz1Vp7/09gJTDoS/kk/g79bcvjgCHdnJvhUIeEygC+ipUZsqtz1/W1fJKuIRc76URvtyToMBBs+Qgwr4vjX8aKa+zkGr5BF8lsgCOAVxzIn9zVNWBlb7zpIOmQkHySdEjIFgPIlldjxcrvfLwcK4tmn8rrpltfbOry0Q0iMs0kmJL3cEasWL9ierliO1H5ZPKfbsuBhNpy4KC2HDioLRVFo3wciAcTLUBEEmpgEpVPpAxjzB5jZf/qVUSHROXjScLv8B9tyzj5QyG6h9oyOTqoLZOgg9qyowy1paIkiHaou8fpauW+LONQ0GFGP8vDwPgdDwUd1JYDRwe15cDRQW156OigKL1GO9Td4zRN9YF4vp/lk1FGZT/LQ+LXoLa0UFsmRwe1pYXaMjllqC2To0MybKkovUZ9qG3ESmtbZ4zZK1ag+hnAx6aLlfkuykwoa1Si8skqo79xew1qy0MXtWXyyuhv1JbJK6O/UVsqShLo71WRh8KGFQViI/Ax1mrpj7FCrK0GrndYxny7jH9hrZZeDazHSnByUl/LJ0mHEVhh527DCsH0AFaEiyeAYX0tn6RrUFuqLdWWaku1pdpSN90O6tbvChwKm30zpgJ5QD1QYB9Pw4qD66SM97HCtR0L7AGOsY+PA5b3tXySdHgTK1zct+1G+n+w4i9/CXitr+WTdA1qS7Wl2lJtqbZUW+qm20Hd+l2BQ2EDVtqvXix/NE/cOacNxPK4/a2dzr3f1/JJ0uG9uP0t3Z3rK/kkXYPaUm2ptlRbqi3VlrrpdlA3zZRosVxEHsV6wv478HsReRE4EfjQYRl7ReRqIBMrY+A3gD9jBcFvOAjyySgjJiKjsQL0h0RkhjFmqYiUs39mqr6ST8Y1qC0t1JbJ0UFtmZxrUFtaqC2To0MybKkoyaW/e/SHwoaVgv0i4EJ7fxZWhr1vAmkOyxgMLALuB4qxslGtwlp5PK6v5ZOkw0nAGuAjYDbwFPAJ1ijEZ/paPknXoLZUW6ot1ZZqS7Wlbrod1E2jfCgHRETygRpjTLQ/5JXkobYcOKgtBw5qS0UZGKjLByAiWcB3gLOBQsBgPfH/FbjTGLPXYTmn2WUMssvYATxtjHnpYMgnSYcsYF4n+ReB2oMhn+g1qC33k1dbJqhDMuSTpIPaMkEdkiGfJB3UlgnqkAx5RUk2OkINiMhLwGvA740xO+1jxcBlWCF4TnFQxv8Co4GHsUL3AJQBlwLrjDH/1ZfySdLhUuAW4GVge5z8KcAPjTEP96V8kq5BbYnaMok6qC2Tcw1qS9SWSdQhYVsqStLpb5+TQ2ED1vTmXKfPre3muGDd4H0qnyQd1gDZXRzP6a7sZMon6xrUlmpLtaXaUm2pttRNt4O5aepxi80i8k0RKWo/ICJFIvItYKvDMlpE5Kgujh8JtBwE+WSUIVhTZ52J2ef6Wh4Svwa1pYXaMjk6qC0t1JbJKUNtmRwdkmFLRUkq6kNtcQFWoPw3RKTQPrYLeAb4nMMyLgPuE5EM9k1BDQbq7HN9LZ+MMm7HCon0MvsaxiFY04k/OgjykPg1qC0t1JbJ0SFR+WSUobZMjg6JyiejDLVlcnRIVF5Rko76UCcZ25dsENZowTZj+5gdLPlEyxCRHOC0eHngJWNMzcGQT8Y1JAu1pdoyWfKJlqG2TJ4OasvEryFZHAq2VJRkoR1qRVEURVEURUkA9aFWFEVRFEVRlATQDnUcIhJ0ckw59FFbDhzUlgMHteXAQW2pKPujLh9xiMhyY8y0no45KMcLFBG36NMYs+VgydtlzAZGGWN+KyIFQLoxZqObMvoDEck0xtSJSG5X540x1Q7LUVv2M2rLLstQW6ot+xW1paL0DRrlg/0WNqSKyBHsCz+UCYRclnUdVuD9XVihjMAKczT5YMjbZdwCzADGAL8F/MAjwKwe5D6g65BMlhLGOL2GjV2VY4wZ4UD8UWABsMwuIz4UlAEOWIbaskNObbl/WWpLtWVS5O0y1JYDxJaKkiy0Q21xGlaonTLgF3HH64Hvuizrv4Axxpg9vdQlUXmAzwJHAMsBjDE77PBCPbHAfv2q/foH+/VioMnF98+I208Bzge6HA3pjDFmgYgIcEIvRxnUlhZqy/1RW6otkyUPasvLGDi2VJTk0B/ZZA7VDTg3CWW8Dvj6S94uY4n9utx+TQNWupB/y8kxlzr9y+Xnl6kt1ZZqS7Wl2lJt2Ze21E23ZG06Qh2HMeYpETkDmID11N9+/FYXxWwA/iEizwOtcWX8onuRpMoD/FlEFgHZInIlcAXwgAv5NBGZbYz5F4CIzMT6w3CEiMT70HmwRlOcjN7Es1hEjjTGvOtSDlBbxqG2tFBbqi2TJQ9qy4FkS0VJCtqhjkNE7sfyAZsLPAicByxxWcwWewvYm1sSlccY8zMROQUra9QY4PvGmFdcFPEl4CERycLyR6vF+sNwys/j9iPAJpxn0GpnLvAVEdkENGL56Rnj3MdQbWmhtrRQW6otkyWvtmTg2FJRkoVG+YhDRFYaYybHvaYDfzHGnNoPumRgNW4NB/u743TIxKojtQfxO4cYY7aIyNCuzhtjNjssR225vw5qyySgtlRbJlkHtWUSOBRsqSg6Qr0/zfZrk4iUAnuA4W4KEJHX6Xr19YkO5SdiLVTJtd/vBi41xqx2oUN9nA4BrBXojcaYTIfyRcAdQKkxZr6IjAeONcb8xqF8EDgXGMb+oYycTAU+DUwzxmwWkaeMMec6+c4uUFuitmxHbam2jJNXW6otFSXpaId6f54TkWzgp1irtw3u/OIAbojbT8Fq9CIu5H8NXG+MeR1ARObYOsx0WoAxZj9fOhE5GzjKhQ6/wwoFdZP9fi3wJ8BRYw/8FWsKcxlxfm0OiQ/h5CQEVHeoLS1+h9oS1JagtmxHbbmP/3hbKkrSMP24IvJQ3oAgkJWkst5w8dkVTo51I9vtamdgsQsd3rVf34s79r4L+VUJ/FbLu9pXW6ot1ZZqS7Wl2jJZttRNt2RvOkINiMiRwFZjzE77/aVYT8qbReQHxmHmKFs2PhaoB5gOFLtQZ4OIfI998Um/AGx0KLsEmCYi53TSYQYHSCbQBY0iktcuIyLHYI2GOOVtEZlkjPnAhUw7U0SkDmsUJdXeh30LZg44paq2/BRqS9SWNmpLC7Wl2lJRko52qC0WAScDiMjxwJ3AdcBUrCml81yUFZ99KoJ1c3/JhfwVwA+Bv9hlvAlc7kIe4Ez2Ne7tK8DPciH/P8AzwEgReQsowMFvICKrsLJV+YDLRWQD1nSk49XjxhivCz27Qm25P2pLC7Wl2rIdtWViDDRbKkpS0CgfgIisMMZMsfd/CVQZY35gv3/fGDO1P/Vziohsw8pcJZ1OGeg5NqeI/DfwFvCefWiMXdYaY0zYwffXYDWqXWIcrh5PBLVlh7za8hBBbam2jJNXWyrKAEVHqC28IuIzxkSAk4Cr4s45+o0ONA0G9DgNJiLPHOi8McbJ6IcXSOfTjb1TyoC7gbHASuBtrMZ/B+BkGm/jwWjQe0BtaaG2RG1po7ZEbZlEBootFSWp6Ag1ICI3AacDu4EhWCGFjIiUA783xsxyUMZy4GRjTLU9DfY4+6bBxhljDjgNJiJVwFbgMeAdOjXYxpg3nOhgjJnW0+cclBPA8gmcCRxrb3uNMeN7kGsfvemSnkZvkoHa8lPlqC3VlmpL1JbJYqDYUlGSjY5QA8aY20Xk70AJ8LLZ95ThwbrJneCNe6q+APi1MeYp4CkRed+BfDFwCnAR8HngeeAx4y6eZm9HTTqTCmQCWfa2A3Cy+CXR0ZuEUVt+CrWl2lJtaaG2TAIDyJaKklzMIRBqZCBswCrskErAx8Dx8edclhUELgOqgOtcyOUmeA2/xpp+fBFrocd8IMeFfFJCMPX3prZUW6otD71Nbam2TKYtddMt2ZuOUCePx4A3xMrU1Az8E8CeBnMUDkms7FdnYD11DwMWYq1edoRxEa6oG4ZgNU7rgO3ANmCvC/l+GzVJMmpLtWUHastDBrWl2rKDRG2pKMlGfaiTiFixRNunwRrtY6OBdGPM8h5kfw9MBP4GPG6MWdXX+najhwATsHz7Zto6VQP/Nsbc0oNsbhL+cA4J1JZqS/tzastDCLWl2tL+3CFhS0WJRzvUhwgiEgMa7bfxRnEUbL8P9CkDZmE1+AuAPGNM9sHU4XBFbTlwUFsOHNSWA4dDzZaKAtqhVuIQka9jNe6zgDCWr9+/7dcPjDGxflRPcYHacuCgthw4qC0VZeCiPtRKPMOAJ4FvGGMq+lkXJTGGobYcKAxDbTlQGIbaUlEGJDpCrSiKoiiKoigJ4OlvBRRFURRFURTlcEY71IqiKIqiKIqSANqhVhRlQCEiURF5X0RWi8gKEbleRA7Y1onIMBH5/MHSUVEURRlYaIdaUZSBRrMxZqoxZgJWeuLTgQPG98VaLKYdakVRFKVX6KJERVEGFCLSYIxJj3s/AngXyAeGAn8A0uzTXzPGvC0ii4FxwEbg91hZ1+4E5mBltvulMWbRQbsIRVEU5bBCO9SKogwoOneo7WM1wFigHogZY1pEZBTwmDFmhojMAW4wxiywP38VUGiMuc1OcfwWcL4xZuNBvRhFURTlsEDjUCuK8p+A2K9+4F4RmQpEgdHdfP5UYLKInGe/zwJGYY1gK4qiKMp+aIdaUZQBje3yEQUqsXypdwFTsNaQtHQnBlxnjHnpoCipKIqiHNbookRFUQYsIlIA3A/cayz/tiygwk7xfAngtT9aD2TEib4EXCMifruc0SKShqIoiqJ0gY5QK4oy0EgVkfex3DsiWIsQf2Gf+xXwlIicD7wONNrHVwIREVkB/A64Gyvyx3IREaAKOPtgXYCiKIpyeKGLEhVFURRFURQlAdTlQ1EURVEURVESQDvUiqIoiqIoipIA2qFWFEVRFEVRlATQDrWiKIqiKIqiJIB2qBVFURRFURQlAbRDrSiKoiiKoigJoB1qRVEURVEURUkA7VAriqIoiqIoSgL8f9gSr+c9X3XnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 此时专家知识有了用武之地\n",
    "X_hour = citibike.index.hour.values.reshape(-1,1)\n",
    "eval_on_features(X_hour,y,regressor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-ser r^2:0.84\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "X_hour_week = np.hstack([citibike.index.dayofweek.values.reshape(-1,1),\n",
    "                         citibike.index.hour.values.reshape(-1,1)\n",
    "                        ])\n",
    "eval_on_features(X_hour_week,y,regressor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-ser r^2:0.13\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 尝试使用线性模型\n",
    "from sklearn.linear_model import LinearRegression\n",
    "eval_on_features(X_hour_week,y,LinearRegression())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Int64Index([0, 3, 6, 9, 12], dtype='int64', name='starttime')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(248, 15)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "enc = OneHotEncoder()\n",
    "X_hour_week_onehot = enc.fit_transform(X_hour_week).toarray()\n",
    "print(citibike.index.hour[:5])\n",
    "X_hour_week_onehot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-ser r^2:0.62\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import Ridge\n",
    "eval_on_features(X_hour_week_onehot,y,Ridge())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-ser r^2:0.85\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "poly_transformer = PolynomialFeatures(degree=2,interaction_only=True,include_bias=False) # 只能交叉相乘\n",
    "X_hour_week_onehot_only = poly_transformer.fit_transform(X_hour_week_onehot)\n",
    "lr = Ridge()\n",
    "eval_on_features(X_hour_week_onehot_only,y,lr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Mon',\n",
       " 'Tue',\n",
       " 'Wed',\n",
       " 'Thu',\n",
       " 'Fri',\n",
       " 'Sat',\n",
       " 'Sun',\n",
       " '00:00',\n",
       " '03:00',\n",
       " '06:00',\n",
       " '09:00',\n",
       " '12:00',\n",
       " '15:00',\n",
       " '18:00',\n",
       " '21:00']"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hour = [\"%02d:00\" % i for i in range(0,24,3)]\n",
    "day = ['Mon','Tue','Wed','Thu','Fri','Sat','Sun']\n",
    "features = day +hour\n",
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_only = poly_transformer.get_feature_names(features)\n",
    "features_nonzero = np.array(features_only)[lr.coef_!=0]\n",
    "coef_nonzero = lr.coef_[lr.coef_!=0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Feature magnitude')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nmj4AAICGCX0AAAANE/oAAAAaZiEXOrO8uu7CbwAA6JnQRyeWV9evW+J5fWMzZy9cShLBDwAAjpDpnXTi/MradXv6JMnm1Ws5v7LWU0UAADCdhD46cXljc6R2AACgG0IfnTgxOzNSOwAA0A2hj04sLc5n5vix69pmjh/L0uJ8TxUBAMB0spALndherMXqnQAA0C+hj86cPjUn5DFxbDUCALRG6AMYsNUIANAi1/QBDNhqBABokTN9jMTUN1pmqxEAoEXO9DG07alv6xubqXl46tvy6nrfpcGhsNUIANAioY+hmfpG62w1AgC0yPROhmbqG62z1QgA0CKhj6GdmJ3J+h4Bz9S3Nrhec4utRgCA1pjeydBMfWuX6zUBANol9DG006fmcu7MyczNzqQkmZudybkzJ50VaYDrNQEA2mV6JyMx9a1NrtcEponp7MC0caYPsFUBMDVMZwemkdAHuF4TmBqmswPTyPROwFYFwNQwnR2YRkIfkMT1msB0sP0QMI1M7wQApsYo09mXV9dz1z335c67X5G77rnPdX/AxHKmDwCYGsNOZ99e8GX7+r/tBV92PgbApBD6AOicJfIZJ8NMZ7/Rgi+eu8CkEfoA6JQzJkwiC74ALXFNHwCdskQ+k8j+pUBLhD4AOuWMCZPI/qVAS4Q+ADrljAmT6PSpuZw7czJzszMpSeZmZ3LuzElTkoGJ5Jo+LLAAdGppcf66a/oSZ0yYDPYvBVoh9E05CywAXRt2iXwAoBtC35SzJDVwFJwxAYD+CH1TzgILAEfHdHoA+jDUQi6llE8vpXz14OvbSyl3dlsWR8UCCwBHY3s6/frGZmoenk6/vLred2kANO6moa+U8qIkL0xydtB0PMkvdFkUR8eS1ABHw36FtG55dT133XNf7rz7Fbnrnvv8QQPGyDDTO5+f5FSSB5Kk1nq5lPKYTqviyFhgAeBomE5PyywMB+NtmND317XWWkqpSVJK+dCOa+KIWWABoHsnZmeyvkfAM52eFlgYDsbbMNf0vaSU8pNJZkspX5fk1Ul+qtuyAKAtptPTMmeyYbzd9ExfrfUHSynPS/KeJPNJvqvW+qrOKwNumZUCYXyYTk/LnMmG8TbUlg2DkCfowQRxfQWMH9PpadXS4vx17zmJM9kwTvad3llKeW8p5T37HUdZJDA6KwUCcFROn5rLuTMnMzc7k5JkbnYm586c9EcOGBP7numrtT4mSUop35vkz5L8fJKS5CuSWL0TxpzrKwA4Ss5kw/gaZiGXxVrrv6q1vrfW+p5a648n+eKuCwNuzX7XUbi+AgBgugwT+q6VUr6ilHKslPKoUspXJLl20+8CemWlQJgONsQG4GaGWcjly5P86OCoSV47aAPGmJUCoX0WbAJgGKXW2ncNt2xhYaFevHix7zIA4Ejddc99ey6TPzc7k9fe/ZweKgKgL6WU+2utC3vdd9MzfaWUf5OtM3zXqbV+zSHUBgAckAWbABjGMNM7f3XH149O8vwkl7spBwAYlg2xARjGTRdyqbX+yo7j3yb50iSf0H1pAMCNWLAJgGEMc6Zvt6clecphFwIAjMaCTQAMY5hr+t6b66/p+7MkL+ysoofH/dxsrRh6LMm/rrXe0/WYADBpbIgNwM3cNPTVWh9zFIXsVEo5luRfJnlekrcleV0p5eW11t876loAAAAm2TBn+n6z1vq3btZ2yJ6V5I9qrW8ejPdLSb4oidA3pOXVddN9RuDnBQBAq/YNfaWURyf5G0meUEp5fJIyuOuxSU50XNdckj/dcfttST614zGbYbPe0fh5AQDQshut3vn1Se5P8nFJHhh8fX+Sl2Vr6mWXyh5t1+0VWEp5QSnlYinl4pUrVzouZ7KcX1l7KMBs27x6LedX1nqqaLz5eQEA0LJ9Q1+t9UdrrXcm+bZa6507jk+qtf6Ljut6W5KP2nH7ydm1N2Ct9d5a60KtdeH222/vuJzJYrPe0fh5AQDQshtN73xOrfW+JOullDO776+1XuiwrtcleVop5c4k60m+LMmXdzheU2zWOxo/LwAAWnaj6Z2fOfj3C/c4vqDLomqtH0jyTUlWkrwpyUtqrW/scsyW2Kx3NH5eAAC0bN8zfbXWFw3+/eqjK+e68X8tya/1Mfaks1nvaPy8AABoWam13rhDKR+S5IuT3JEdIbHW+r2dVjaChYWFevHixb7LAAAA6EUp5f5a68Je9910n75srdb57myt3Pn+wyyM0dhLjnHhuQgAMDmGCX1PrrV+bueVcEP2kmNceC4CAEyWGy3ksu23SiknO6+EG7KXHOPCc3F0y6vrueue+3Ln3a/IXffcl+XV9b5LAgCmyDBn+j49yVeVUt6SremdJUmttX5ip5VxHXvJMS48F0fjzCgA0LdhQt/ndV4FN2UvOcaF5+JobnRmVOgDAI7CMNM737vHcbnLongke8kxLjwXR+PMKADQt2HO9D2Q5KOS/GW2pnbOJnl7KeUdSb6u1np/h/UxYC85xoXn4micGQUA+jbMPn0/keSltdaVwe3PSfK5SV6S5EdrrZ/aeZU3YZ8+YFztvqYv2Tozeu7MSUEZADg0t7pP30Kt9Ru2b9Raf6OU8v211m8dbNwOwD6cGe2WPSMB4OaGCX3vKqW8MMkvDW7/3SR/WUo5luSDnVUG0IjTp+YEkQ5YGbVbAjVAO4ZZyOXLkzw5yXKSlyV5yqDtWJIv7a40ANifPSO7sx2o1zc2U/NwoLbHJMBkuumZvlrrO5N88z53/9HhlgMAw7EyandsNdK+vs/k9j0+TJubhr5Syu1Jvj3J05M8eru91vqcDusCgBuyMmp3BOq29T01uu/xYRoNM73z3yb5/SR3JvmeJH+c5HUd1gQAN2XPyO7sF5wF6jb0PTW67/FhGg0T+j6i1vrTSa7WWl9Ta/2aJJ/WcV0AcEOnT83l3JmTmZudSUkyNztjK4xDIlC3re8zuX2PD9NomNU7rw7+fXsp5fOTXM7Wwi4A0Csro3bDViNt63tqdN/jwzQaJvT901LK45L8oyT/d5LHJvm/Oq0KAOiVQN2upcX5666pS472TG7f48M0Gmb1zl8dfPnuJJ/dbTkAAHSp7zO5fY8P06jUWm/coZQ7s7Vlwx3ZERJrrX+708pGsLCwUC9evNh3GQAAAL0opdxfa13Y675hpncuJ/npJP8hyQcPszDsUwPA0fGeA+zkd8L0GCb0/VWt9cc6r2QK2acGgKPiPQfYye+E6TLMlg0/Wkp5USnl2aWUZ24fnVc2BexTA8BR8Z4D7OR3wnQZ5kzfyST/e5Ln5OHpnXVwm1tgnxoA9nPY06685wA7+Z0wXYYJfc9P8tG11r/uuphpY58aAPbSxbQr7znATn4nTJdhpnf+bpLZrguZRkuL85k5fuy6NvvUANDFtCvvOcBOfidMl2HO9D0xye+XUl6X5P3bjeO0ZcOksk8NAHvpYtqV9xwmlRUmu+F3wnQZZp++z9yrvdb6mk4qOgD79AFHzYcQunTXPfftOe1qbnYmr73bJfVMj91TnZOts1Hnzpz0Oxd2udE+fTed3llrfc1ex+GXCTAZtj+ErG9spubh662WV9f7Lo1GmHYFW6wwCYdjmGv6ANjBhxC6dvrUXM6dOZm52ZmUbJ3hc2aDaWSFSTgcw1zTB8AOPoRwFE6fmhPymHpWmITDMdSZvlLKTCnFnBKA7P9hw4cQgMNlqjMcjpuGvlLKFyZ5fZJXDm4/o5Ty8q4LAxhXPoQAHA1TneFwDDO987uTPCvJf0qSWuvrSyl3dFYRwJizzDXA0THVGW7dMKHvA7XWd5dSOi8GYFL4EAIATIphQt+DpZQvT3KslPK0JP8gyW91WxYAAACHYZiFXL45ydOTvD/Jv0vy7iTf0mVRAAAAHI4bnukrpRxL8vJa63OTfMfRlAQAAMBhuWHoq7VeK6X891LK42qt7z6qogAAJsny6rrFnYCxNcw1fX+V5FIp5VVJ3rfdWGv9B51VBQAwIZZX13P2wqVsXr2WJFnf2MzZC5eSRPADxsIwoe8VgwMAgF3Or6w9FPi2bV69lvMra0IfMBZuGvpqrS8+ikIAIDFNjslzeWNzpPaueO0A+7lp6CulvCVJ3d1ea/3oTioCYGqZJsckOjE7k/U9At6J2Zkjq8FrB7iRYbZsWEjyKYPjbyb5sSS/0GVRAEynG02Tg3G1tDifmePHrmubOX4sS4vzR1aD1w5wI8NM7/yLXU3/vJTyX5J8VzclAdCnPqeIjcs0ORjF9uujz6mVXjvAjQwzvfOZO24+Kltn/h7TWUVAU1xjMln6niI2DtPk4CBOn5rr9Xeb1w5wI8NM7/yhHce5JM9M8qVdFgW0YTtArG9spubhALG8ut53aeyj7yli4zBNDiaR1w5wI8Ns2fC1tdY372wopdzZUT1AQyxjPnn6niI2DtPkYBJ57QA3Mkzo+/fZOru3u+2TD78coCV9BwhGNw5TxPqeJgeTymsH2M++oa+U8nFJnp7kcaWUMzvuemySR3ddGDD5ugwQrhXsxtLi/HXX9CWmiAHApLvRmb75JF+QZDbJF+5of2+Sr+uyKKANXQWIvhcbaZkpYtA9f7QCjlqp9RH7rl/foZRn11p/+4jqOZCFhYV68eLFvssA9tDFh5u77rlvzzOIc7Mzee3dz7mlxwYm06QEqd1/tEq2/hh27szJsawXmByllPtrrQt73TfMNX2rpZRvzNZUz4emddZav+aQ6gMa1sU1Jq4VBHaapLP/FrgC+jDMlg0/n+RJSRaTvCbJk7M1xROgF/tdE2g/KphOfW81Mgp/tAL6MEzo+59qrd+Z5H211hcn+fwkJ7stC2B/9qMCdpqkIOWPVkAfhgl9Vwf/bpRSPiHJ45Lc0VlFADdx+tRczp05mbnZmZRsXcvnehiYXpMUpPzRCujDMNf03VtKeXyS70zy8iQfluS7Oq0K4CbsRwVsm6StRqyQC/Thpqt3TgKrdwLAdJuU1TsBunJLq3eWUp6Y5PuTnKi1fl4p5eOTPLvW+tOHXCcAwIE4+w+wv2Gu6fvZJCtJTgxu/0GSb+mqIAAAgHGzvLqeu+65L3fe/Yrcdc99WV5d77ukoQ0T+p5Qa31Jkg8mSa31A0mu3fhbAAAA2rC9H+j6xmZqHt4PdFKC3zCh732llI9IUpOklPJpSd7daVUAAABjYpL2A93LMKt3fmu2Vu38mFLKa5PcnuTvdFoVAADAmJik/UD3sm/oK6U8pdb6J7XWB0opn5lkPklJslZrvbrf9wEAQB+s4kpXTszOZH2PgDeO+4Hu5UbTO5d3fP3LtdY31lofFPgAABg3k37NFeNtaXE+M8ePXdc2rvuB7uVGoa/s+Pqjuy4EAAAOatKvuWK8nT41l3NnTmZudiYlydzsTM6dOTkxZ5JvdE1f3edrbsLUAgC4dd5PGcWkX3PF+Jvk/UBvFPo+qZTynmyd8ZsZfJ3B7VprfWzn1U2g7akF239p2p5akGRinyQAcNS8nzKqSb/mCrq07/TOWuuxWutja62PqbXeNvh6+7bAtw9TCwDg1nk/ZVSTfs3VuJvkjckZbssGRmBqAQDsb9gpm95PGdX288iU4MPnzPvkE/oOmakFALC3UT44ej/lICb5mqtxdqMz737ek+FGq3dyAKYWAMDeRpmy6f0Uxocz75PPmb5DZmoBMI6sgsg4GOWDo/dTGB/OvE8+oa8DphYA48S1GIyLUT84ej+F8bC0OH/d+0jizPukMb0ToHFWQWRcmLIJk2nSNybHmT6A5rkWg3FhyiZMLmfeJ5vQB9A412IwTnxwBDh6pncCNM6UOgCYbs70ATTOlDoAmG5CH8AUMKUOAKbX2IW+Usp3J/m6JFcGTf+41vpr/VUEMJ7svQcADGPsQt/Aj9Raf7DvImBc+bCPvfcApof3fW6VhVxgwmx/2F/f2EzNwx/2l1fX+y6NI2TvPYDp4H2fwzCuoe+bSilvKKX8TCnl8X0XA+PEh30Se+8BTAvv+xyGXkJfKeXVpZQH9zi+KMmPJ/mYJM9I8vYkP7TPY7yglHKxlHLxypUre3WBJvmwT7L/Hnv23gNoi/d9DkMvoa/W+txa6yfscbys1vrntdZrtdYPJvmpJM/a5zHurbUu1FoXbt3Ra5UAACAASURBVL/99qP9D4Ae+bBPYu89gGnhfZ/DMHbTO0spH7nj5vOTPNhXLTCOfNgn2Vqs5dyZk5mbnUlJMjc7k3NnTrqwH6Ax3vc5DOO4euc/K6U8I0lN8sdJvr7fcmC82GibbfbeA2if930OQ6m19l3DLVtYWKgXL17suwwAAIBelFLur7Uu7HXf2E3vBAAA4PAIfQAAAA0bx2v6AGBiLK+uu9YGgLEm9AHAAS2vrufshUsPbZy8vrGZsxcuJYngB8DYML0TAA7o/MraQ4Fv2+bVazm/stZTRQDwSEIfABzQ5Y3NkdoBoA9CHwAc0InZmZHaAaAPQh8AHNDS4nxmjh+7rm3m+LEsLc73VBEAPJKFXADggLYXa7F6JwDjTOgDgF1G2Ybh9Kk5IQ+AsSb0AcAOtmEAoDVCHzA2bHLNOLjRNgyej8C4817KXoQ+YCw4u8K4sA0DMKm8l7Ifq3cCY8Em14wL2zAAk8p7KfsR+oCx4OwK48I2DMCk8l7KfoQ+YCw4u8K4OH1qLufOnMzc7ExKkrnZmZw7c9LUKGDseS9lP67pA8bC0uL8ddchJM6u0B/bMACTyHsp+xH6gLFgk2sAuDXeS9lPqbX2XcMtW1hYqBcvXuy7DAAAgF6UUu6vtS7sdZ9r+gAAABom9AEAADRM6AMAAGiY0AcAANAwoQ8AAKBhQh8AAEDDhD4AAICGCX0AAAANE/oAAAAaJvQBAAA0TOgDAABomNAHAADQMKEPAACgYUIfAABAw4Q+AACAhgl9AAAADRP6AAAAGib0AQAANEzoAwAAaJjQBwAA0DChDwAAoGFCHwAAQMOEPgAAgIYJfQAAAA0T+gAAABom9AEAADRM6AMAAGiY0AcAANAwoQ8AAKBhQh8AAEDDhD4AAICGCX0AAAANE/oAAAAaJvQBAAA0TOgDAABomNAHAADQMKEPAACgYUIfAABAw4Q+AACAhgl9AAAADRP6AAAAGib0AQAANEzoAwAAaJjQBwAA0DChDwAAoGFCHwAAQMOEPgAAgIYJfQAAAA0T+gAAABom9AEAADRM6AMAAGiY0AcAANAwoQ8AAKBhQh8AAEDDhD4AAICGCX0AAAANE/oAAAAaJvQBAAA0TOgDAABomNAHAADQMKEPAACgYUIfAABAw3oJfaWULymlvLGU8sFSysKu+86WUv6olLJWSlnsoz4AAIBW3NbTuA8mOZPkJ3c2llI+PsmXJXl6khNJXl1K+dha67WjLxEAAGDy9XKmr9b6plrr2h53fVGSX6q1vr/W+pYkf5TkWUdbHQAAQDvG7Zq+uSR/uuP22wZtj1BKeUEp5WIp5eKVK1eOpDgAAIBJ09n0zlLKq5M8aY+7vqPW+rL9vm2PtrpXx1rrvUnuTZKFhYU9+wAAAEy7zkJfrfW5B/i2tyX5qB23n5zk8uFUBAAAMH3GbXrny5N8WSnlQ0opdyZ5WpLf6bkmAACAidXXlg3PL6W8Lcmzk7yilLKSJLXWNyZ5SZLfS/LKJN9o5U4AAICD62XLhlrrS5O8dJ/7vi/J9x1tRQAAAG0at+mdAAAAHCKhDwAAoGFCHwAAQMOEPgAAgIYJfQAAAA0T+gAAABom9AEAADRM6AMAAGiY0AcAANAwoQ8AAKBhQh8AAEDDhD4AAICGCX0AAAANE/oAAAAaJvQBAAA0TOgDAABomNAHAADQMKEPAACgYUIfAABAw4Q+AACAhgl9AAAADbut7wJgeXU951fWcnljMydmZ7K0OJ/Tp+b6LgsAAJog9NGr5dX1nL1wKZtXryVJ1jc2c/bCpSQR/AAA4BCY3kmvzq+sPRT4tm1evZbzK2s9VQQAAG0R+ujV5Y3NkdoBAIDRCH306sTszEjtAADAaIQ+erW0OJ+Z48eua5s5fixLi/M9VQQAAG2xkAu92l6sxeqdAADQDaGP3p0+NSfkAQBAR4Q+Joo9/QAAYDRCHxPDnn4AADA6C7kwMezpBwAAoxP6mBj29AMAgNEJfUwMe/oBAMDohD4mhj39AABgdBZyYWLY0w8AAEYn9DFR7OkHAACjMb0TAACgYUIfAABAw4Q+AACAhgl9AAAADRP6AAAAGib0AQAANEzoAwAAaJjQBwAA0DChDwAAoGFCHwAAQMOEPgAAgIYJfQAAAA0T+gAAABom9AEAADRM6AMAAGiY0AcAANAwoQ8AAKBhQh8AAEDDhD4AAICGCX0AAAANE/oAAAAadlvfBQAAwFFbXl3P+ZW1XN7YzInZmSwtzuf0qbm+y4JOCH0AAEyV5dX1nL1wKZtXryVJ1jc2c/bCpSQR/GiS6Z0AAEyV8ytrDwW+bZtXr+X8ylpPFUG3hD4AAKbK5Y3Nkdph0gl9AABMlROzMyO1w6QT+gAAmCpLi/OZOX7suraZ48eytDjfU0XQLQu5AAAwVbYXa7F6J9NC6AMAYOqcPjUn5DE1TO8EAABomNAHAADQMKEPAACgYUIfAABAw4Q+AACAhgl9AAAADRP6AAAAGib0AQAANEzoAwAAaJjQBwAA0DChDwAAoGFCHwAAQMOEPgAAgIYJfQAAAA3rJfSVUr6klPLGUsoHSykLO9rvKKVsllJePzh+oo/6AAAAWnFbT+M+mORMkp/c477/Vmt9xhHXAwAA0KReQl+t9U1JUkrpY3gAAICpMY7X9N1ZSlktpbymlPI39+tUSnlBKeViKeXilStXjrI+AACAidHZmb5SyquTPGmPu76j1vqyfb7t7UmeUmv9i1LKJydZLqU8vdb6nt0da633Jrk3SRYWFuph1Q0AANCSzkJfrfW5B/ie9yd5/+Dr+0sp/y3Jxya5eMjlAQAATIWxmt5ZSrm9lHJs8PVHJ3lakjf3WxUAAMDk6mvLhueXUt6W5NlJXlFKWRnc9RlJ3lBK+d0k/z7JN9Ra39VHjQAAAC3oa/XOlyZ56R7tv5LkV46+IgAAgDaN1fROAAAADpfQBwAA0DChDwAAoGFCHwAAQMOEPgAAgIYJfQAAAA0T+gAAABom9AEAADRM6AMAAGiY0AcAANAwoQ8AAKBhQh8AAEDDhD4AAICGCX0AAAANE/oAAAAaJvQBAAA0TOgDAABomNAHAADQMKEPAACgYUIfAABAw4Q+AACAhgl9AAAADRP6AAAAGib0AQAANEzoAwAAaJjQBwAA0DChDwAAoGFCHwAAQMOEPgAAgIYJfQAAAA0T+gAAABom9AEAADRM6AMAAGiY0AcAANAwoQ8AAKBhQh8AAEDDhD4AAICGCX0AAAANE/oAAAAaJvQBAAA0TOgDAABomNAHAADQMKEPAACgYUIfAABAw4Q+AACAhgl9AAAADbut7wIAAIB2LK+u5/zKWi5vbObE7EyWFudz+tRc32VNNaEPAAA4FMur6zl74VI2r15LkqxvbObshUtJIvj1yPROAADgUJxfWXso8G3bvHot51fWeqqIROgDAAAOyeWNzZHaORpCHwAAcChOzM6M1M7REPoAAIBDsbQ4n5njx65rmzl+LEuL8z1VRGIhFwAA4JBsL9Zi9c7xIvQBAACH5vSpOSFvzJjeCQAA0DChDwAAoGFCHwAAQMOEPgAAgIYJfQAAAA0T+gAAABom9AEAADRM6AMAAGiY0AcAANAwoQ8AAKBhQh8AAEDDhD4AAICGCX0AAAANE/oAAAAaJvQBAAA0TOgDAABomNAHAADQMKEPAACgYUIfAABAw4Q+AACAhgl9AAAADRP6AAAAGib0AQAANEzoAwAAaFiptfZdwy0rpVxJ8ta+69jDE5K8U9+h+/Y9fst9+x6/5b59jz9pffsev+W+fY/fct++x5+0vn2P33LfvsdvuW9X4x+lp9Zab9/znlqro6MjyUV9h+/b9/gt9+17/Jb79j3+pPXte/yW+/Y9fst9+x5/0vr2PX7Lffsev+W+XY0/LofpnQAAAA0T+gAAABom9HXrXn1H6tv3+C337Xv8lvv2Pf6k9e17/Jb79j1+y337Hn/S+vY9fst9+x6/5b5djT8WmljIBQAAgL050wcAANAwoQ8AAKBhQh80qpTy4aWUx+t7+H37Hn/S+o7ymDCJ+n6NjUPfrsanO30/Z8ah71Q9b/veM2KajySfnuSrB1/fnuTOQ3jMtyR58+7jEB73Q4Zpc/R7JHlKkl9KciXJHyb5oyTvGLTdoe/B+/Y9/qT1HfExb0vy9UlemeQNSX43ya8n+YYkx/W9vm/f409a3w7Hn5jX45i8zofuO+hfknxqkjNJnj/4uuzz3tdk344ec2KeX5P4vB3no/cCWjySHEtyYvBEeUqSp+zR50VJ/kOSPxjcPpHktbv6XMrWm86exz5jf8SOYy7JtyT53j36PXbw74fvdezR/4Fh2ob9GSR5XJJ7kvx+kr8YHG8atM2OW9++j2FrTfLbSf5ukmO7/l98WZL/uusx9R2hb9/jT1rfER/zF5P8eJJPS/LkwfFpg7Zf1vf6vn2PP2l9Oxx/Yl6PY/I6H6Xv52Trw/WvJ/nXg+OVg7bPmYa+HY4/Mc+vSXvejvvRewGtHUm+Ock7k7wxW6HtUvYIaElen62/yqzuaHvDrj5PHRz/bHCcHBz3JPmuEWr6L3u0/erg37dk62zgW3Ycb97R70lJPjlbAeNUkmcOjs9K8vsH/RkkWUnywiRP2jXWC5O8agz79ho8h601yR/e4Hnwhze6re+N+/Y9/qT1HfEx127Q9w/0vb5v3+NPWt8Ox5+Y12NXfTsc/03Z++zfnUneNA19Oxx/Yp5fk/a8HffjtnDY/mGS+VrrX9yk31/XWmsppSZJKeVDd3eotb51cN9dtda7dtx1dynltUm+d/f3lFKeuePmo5IsJHnMHo/9BaWUkuQza61/coM6F5N8Vbb+2vnDO9rfm+Qf7/M9w/wM7qi1/sCumv4syQ+UUr5mDPu+JMl9ST5r0CellCcl+cok/0+S53Xcd9ha7y+l/KskL07yp4O2jxo83uqu/yZ9R+vb9/iT1neUx/zLUsqXJPmVWusHk6SU8qgkX5LkL/V9RN++x5+0vl2N3/drbBz6djX+bUnelkdaT3J8Svp2NX7fz5lx6NvV+OOt79TZ2pHkPya5bYh+35bkJ7N1lu3rsnX6+Jv36fv6JJ++4/b/kuT1Nxh/+3hVkp/KVgDbr477h/zv+uLD/Bkk+Y0k357kiTvanpitM1evHsO+N/rr71rXfYetNcn/kOT/yNa0jktJHhx8/X9m1zWY+o7Wt+/xJ63viI95R5JfztY1E3+Qresm3jFou1Pf6/v2Pf6k9e1w/Il5PY7J63yUvmez9YH6hUm+fHC8cNB2dhr6djj+xDy/Ju15O+6HzdkPWSnlp5PMJ3lFkvdvt9daf3iPvs/L1jzskmSl1vqqfR7zk5P8TLamAtYk707yNbXWBw6h3n+Z5Gdrra8bou/nJ3l6kkdvt9Va9zrbeNOfwWD1o7uTfFG2wkuS/FmSlyf5gVrru8as728keXWSF9da/3zQ9sRsnQV9Xq31uV32HaVWmGSllI/I1uID79T35n37Hn/S+nY1PoevlPLxSf52ttYnKNk6k/XyWuvvTUvfrsZnOgl9h6yU8qK92mut33MIj/3YbP0/e/cN+nxIki/O1l8rH5q+u1c4G/T/vWwFtD9O8r5s/aKotdZP3NXvJ5L8jSSfna0LhP9Okt+ptX7tHo/Z2c+gL+MQPEeodTHJ6Wz94q9JLid5Wa31lfreWt++x5+0viM+5uOSfO6uviu11g19H9m37/EnrW+H40/M67Grvl2NT3f6fs6MQ99pfN4KfR0ppTwmW+Hp/9vn/vdm64mTbJ06Pp7kfbXWx+7R94lJvj/JiVrr5w3+mvPsWutP79H3ldk6E3h/kmvb7bXWH9rV7ym11j8ppTx1r/rq4HrCHf3fUGv9xB3/fliSC7XWz9nvZ3AzpZSPy1bY2fkienmt9U3j2Ldvw9RaSvnnST42yc/l4fn9T07y97N1wfE/1Pdgffsef9L6jviYfz9bKxr/RrauQdnu+7wk31Nr/Tl9H+7b9/iT1rfD8Sfm9dhV3w7Hf1y2piyeztaWVsnWNNuXJblnZwBvtW+H40/M86urvl2NP/bqGMwxbelI8gnZmkP91sFxf5KnD/F9p5N8/z73/XqSL03yu4PbtyW5tE/fB4es84EdX//KEP3/38G//zVbWzE8OvusWpSta/ru233s6vPCbF2reHeSvzc47t5uG7e+g/4fN/ieH0vyo4Ov/+d9fgaH2nfYWrNrdbkd7WX3/y99R+vb9/iT1nfEx1zLHtukJHn87sfRt//xJ61vh+NPzOuxq74djr/fitV3Z/iVuCe6b4fjT8zza9Ket+N+PCoctnuTfGut9am11qcm+UfZWkwlSVJK2XPF1FrrcpLn7POYT6i1viTJBwd9P5AdZ/F2+a1Syskh6iw7vv7oIfr/aillNltbR9yfra0dfmmfvt+WZGlwfGe2gsnFXX2+Nsmn1FrvqbX+wuC4J8mzBveNVd9SygsH/70lye8ked3g618spdx9BH2HrfWvSinPyiN9SpK/2tWm72h9+x5/0vqO8pglD8982OmDuf53lb7jMf6k9e1q/L5fY+PQt6vx76i1/kAdrGqdbK1YPXjfe8qU9O1q/L6fM+PQt6vxx5otGw7fh9Za/+P2jVrrfyrXb8fwO0meWUo5s6Nte2uFvd5okuR9ZeuC8q0/LZTyadmawvmQUsqD2XpTui3JV5dS3pytRVT2vEZv11j7jZtSyqck+dNa6z8Z3P6wbK1e9PtJfmSv76m13r+r6bWllNfsavtgts4YvnVX+0cO7hu3vl+brTO2V3c2llJ+OFv7Ed7Tcd9ha/2qJD8+mF68PQ3ho5K8Z3Bf9D1w377Hn7S+ozzm9yV5oGwtbLS9JPZTsjWl7p/o+4i+fY8/aX27Gv+rMjmvx676djX+W0sp3569Fzn70ynp29X4X5XJeX511ber8ceaa/oOWSnlpUkeSPLzg6a/l2Sh1np6cP8DtdZnllL+TR4OWx/I1kIqP1VrvbLjsb4lyWuzFdx+OFtTR9+YrfnaX1Jr/d0dff8yyTP2q6s+8hq9a3l44ZaZJP99+66t7lvXFpZSHkjy3Frru0opn/H/t3fmcXdU5R3//hLClpQAAQEJEAXCKhAIlK3sKLSAQHBDPxCgal2o0qpoVWRRKhYpgmKlyqJUUAgCQtmUrYCBQDbCEpA9LApiBFkDefrHcy7vvHPnvrmTvJN737nP9/M5nztz5jfnzDx3trM9B2+VOjrltYmZHVJgg1Uzq40C7ffMbKOMZh/g+7g77OyLdQPgs5YZHNsl2geA9xXYcT3guty5Dbq2zLEm/ZpkPHhla//yhLacttP5DzVtCd0q+LygWc9z15pZfm600HZB/kNNW1X+ST9k7seqtIOdppqdnBnwB9pziFYLbVX5l/kf6q6tKv9uJQp9g0y68U4AdsYvjFuA4xsvC0nz8AJcvpuIQdO0Bqfic/JtjLesPQXcBPzCci6kG4XJCs5nlpltmZZ/ADxnZsen9Zlm1lTQlPQozQXaE83s1pxuGN49MftinWZmTV1XO63tkoJn2+cVBEEQBEEQBG9jXTCwsJcC8AxwHO4drCm02GdZvPD3BWAK7rXxvpxmHvAvrcISHO8c0kTreMFzl+y2nHZb+g8iPhyvZToDWLXTth+E/24YsD0+JcYhaXn40tSWPN7pA62HdvG1nc5/qGlLpnn2QOuh7a78h5q2wvyHzP1YlbbC/LceaL0XtBXmP2Sur6q0VeXfjaHjB1CXgBduWoYluUDwSdn3wccT/AZ3inJuTlO6MNlm3l/Fu5hejnslbbQObwDcltNOJxXugF3wwumkdNyXDJDHlQOtd5u202EoHWuECGUDsM1A66HtrvyHmraq/CNUF/ChLy3Xe0FbVf4ReitE985BQtJzePe8C4E7yHXfNLObk26GmU1oM82zgc2Al1KaU4GpVjwGoZLunSnt7XGHIdeZ2cspbjwwysymZ3Slu4KmbWuZ2TOt1rtQe6WZ7ddqvWptu8eaxlZa0fWypEhaCdgQeGSg9FN35zfN7KXBPoaySFrNct2ilyCtsG3/Yxk02wbBUCSeCf2OI54HQ4S4bvsdR/2v206XOusSgOF4a9z5eIvYNymYn48S3RyBa/BWvfOATwDvIbW0FWhndIEN2u4KupSPa8wgp7fWQOtLQztAGuviznaew8cJ/h6foPUi3KVzVrsxPgfkVcD66Tqbj3uYzc8TeAE+dQi4g4Mn8Vbnx3GnQlntO/FJTP+CTy3yRArHAyNy2nXSsf0f8G/Z7cBlOe2RmeWxwG/T8d4OjM9p98WnFbkVmIA7QHoY7wa9Zwl73pNZDtsOkm3JzTOKex3+JP7Mmw3MSvb7p4LzWhH4Ej4lzPK497Qr8OlkRuW0n83YdgN8jPV8vBLtPTntMODI9J/NwqemuQjYreD4h6fjPQnYKbfta7n1LTLLI4CvpeM9GVgxp303cA7+/hiFT/czB7g4f40NYNt8l8Set+1g2LWFbXv+mUAFz9pMnIC/BQ4GDkrLrb6BhgHD0vKywNYUfG+lbcqs745PrbXvAMc2MeW/P7DxIs5jREHcaovYZ1Q63qL5IddtxAPj8CEgm7dr18a1F9ft0rtuuzl0/ADqGIDl8Jflc8DRS5iWcK+dn0g3213AdcAJOV3Hx8xRrivoaHw6ggeAP6Vwf4pbOaddE/gh8ANgTHoo3AP8kuaC0rczD52JwCPpgfY4sGtOOwo4Md3sf0n/11RgcqdtWdLuV2eWfwd8iMyYQPwj6sN4K3F2v1vwl9hHkn0+nK63/YHf5rTZws/tpBcDsBowK6e9gfQxh7+s/xMYiX9w5T+arsc/PrcCzkxpj0nbZuS00zPLv8Q/DIfhL+P88c4ENgF2SNfW9il+E5r75B/cIkzCW6vDtoth23btmrQX4vf49viLemxa/iHuuIrc8X0XOAt/oX8f707+H8DPctp7M8tXAQel5d1ofiadiz9bdgZOx58Ne+MfLUfntD8Gfg58Hi/AnFZkywLbfhd/ju+a/rufFlw3n8K98M3BP0bXwad2uSGjW7VFGIN7lQvbZmzbrl0Xw7Y9/0yggmdt0r4Xf3dfna6JH+MVF78H3pvTHoh7qnwG9155R7LLPGD/nHYWsEpa/mKywdeSbb6d0+6Kf3P9BvgzcCX+jXMTsE5Ou3vK7zn8G23cANftWZnlnfHCzo14IenvM9u+jBdMHgD+Mf3+BP9madtXA/BEXLdL57rt9tDxA6hTwAt7B+O1h9PwicnXHqS0x6ab9Ht4bcT8Tp9vi+PcPt1cIzNx42keWHwtcCz9Hb+smeKuz2mvwaeJ+DJeU30sXlN1NHB5Tpt96NyIT2jeOIa7ctrL8cL5WNzhzdfxrgjnAyfntCsB/45PxXFobttZufV9Mssr4w/p2fiHzBo57cR0nBfgHyHX4wXQacCEjG7rFmEb4JmM7qEB/puHcuszMsu/z23LP/TuBVZKy7eSalQb23La/MP97szyA7ltM3PrH0t5rV9wDNMH2G+gB/+Ti8hzAf6xeG5BeClsu3i2bdeuSTt3ANs+WJQH/uHxLH2VSwJmt0oX93Sb3ZbX5tenpt/lgPtbafGWtLOBS5M2b6/stTCTVEvd4niz2vyHWnbbW3iF1qOZ0Fh/I2zb/3jbteti2LbnnwlU8KxN2vspaIUF3lVwzczAvx/ehc+dtlGKX4/m9/6czPJdwAqZa63pfgRWz+T7q7S8Nz7cJaudRurdhbfGPURfQWKgZ+iNpO8jvEX6rsy2e/Eptcbgw3waxzKSZkd6Z7QIZwIvxnW7dK7bbg8xOfsgIel8vEXuarwVbs4gpPnPuNfOnfCL7ja8huYcvKWr6zCzqQVxDxZIx5nZKTnds8Apko7MadcwszMBJH06s9+Zko7KaUdIWsbM3sQf5tMaxyBpuYJjOC8tnyZpmpmdJOkI4D68G0GDc/GH+BTgSEmT8MLf63hBN8vJeEEV4FS89nF/vELgR3itZIOzcGc7K+O1V8eY2d6S9kzbdki6acDNNE/1Qdq3wd2SzsILro0pINbBPanOyO03PLN8Wm7bsrn1E4Ab01jN24CLJV0O7JE51wbPSfoYXpM3CZ+yA0nCa9yyjJC0vJm9BmBmF0h6Fq8UGJnTjpV0Bm6D1SWNsL5J7UfktPMlfRIvrP9Z0jF4rd9ewF9z2tnAqUX3rKS9MqthW6dd27ZrV1I6HwCmmNnCpBkGfACvYW/CzEzS/1p6K6d1y8kukXQe3rL0K/ncp5cCe+K161kWSFrfzB6WtDXwRkr39YJ03/4P07PmE5KOw/+XUTntaEkH4f/Pcg27tjjehWm89GhgRUkTzewuSRvQ/5p6BO+ClD8HJOUnYg7btm9XKGfbeCZU86wFL4TNy+vwqavyz6TG9wOSnjCzuSnu8XStZ3lR0ubpGJ7HuzG/mvLLa4db39zJT+CFSMzsekmn57TLmtm9afslku4HLpX0ZfqmsCpiJUu+EczsEUnZ6+QtM3tV0hvpGP+UdC/739uPI/AW7NcL8vhIbj2u2+qu2+6m06XOugRgIV4T8xJe09QIL5GrZSmR5ml4jVHpsV3dHvDuD18i0/KFTyh6LPCbnHZWZvmbuW35mrmjU9p74N2JTse7J51Ac/ek24Gd0/IB+OS7jW1zc9p8zU+jK+sYytU0DVTzNFDN/hxgwxa2fDKzvCzejekavGJgTlr+NP5RlN3vk+TG6aT4DYDTW8SfAvwK+DXePex9Bbp18YfnHLwFc60UPwaYlNMeQ67bbYqfQHOL7+G50OiisybNLbPr4AXsH6btx6TjuYrmcQh/B6zbwrYTw7aLZ9t27ZrWxwG/wLtGPYhXsPwxxb0rp/1xC9uuD9xaED8Z7+71PP48vg+vmBmd0+2Bf9g9iLfq/G2KXx34Tk57AZkW/Uz8PwILcnH5muE1MrbNmBqiVwAAEldJREFUd4/aE5iLt3LsjFcyNcbbvD+j+wywZQvb5rtL9rxt27XrYti2558JVPCsTetfwQsgxwKHpnBsivtKTjuDvvF822Xih9PcIrYF3sXzpyk8jFek30VzL55z8J46h+L3y2kpfkWaW6PuItNzKcWNxVug862Yr+AFiXvw+6Zh22H0b4k8D+8hdDneTftnwEfTMf0yl+YNwI4tbPtoXLdL57rt9hDeO4OOkLw1fRkvbK2Rov+AD8I/xcxeyGhPxD8M/ppLYwO8D/4hufjd8AfahnjNzpPAZfg0Fwsyui3xAf3j8Zv9SPMWwdWBj5jZGRnt/XjXjYWZuMPxgusoM1svEz8PL7AL/4BY39KNJmm2mW2R0f4Ob+kbjbcKfs7MLpO0K/BdM5uYdIfgXVfnFtjyQDO7rMDMQTDkkDQG71ZY2ouaJNkSvNRSLfOYxcm7KiStBvzZzN4ahLTCtonBtGtQDZI2xb8R1sbfp/PwKbDuy+m2xd+Pr+Xix+EVuxfk4ofjYwbH09eieK2Zzc/pRgAfBzbFC4rnmNlbklYA3mFmj2e0e+Hju2bl0hgNfNbMvpWJW4/+PG1mC9I1uYuZXZp0y+At8gZcAmyHF0CfAH5gyZt60q4KvGZmrzQZMggSUegLOoakTfBB12vjD7Wn8TF69xdoNy7QXjGA9sCM9qkBtNljWNgqXUnfwfvw/yYXvw9wppltmIn7Ri6bs8zsOUlr4oXXwzLaLXHPeAvxmqZP4bVTTwEfN7Pbc+e1NnBHtgAsaR8zuyaz/r7c+Tfsmu9e0RXaVkg6zsxOXBradLxj8daBxzLxR5rZOTld2LZNbbt2TXGN+Uiz59X0IdYt2gFssLeZXV+1Vu4OfXUzezin28LMZufiOm6vbrVtka6kbTt+n3frM2FJnrVBtXTDtRjX7dInCn1BR5B0LO4F6iK8gAN+Q30YuMjMvp3Rfgmv3bqIvj7+rbTH4v3XL2wj3baPYRHncoSZnVulVj6+8zN496St8BbBy9O2t+dolI8zGI93W8na6jB8gPbnMul3XLuI83/CzNatWivpZLzL13R87OXp1jeGNGy7mNp27ZrWD8NbvK+j/724Nz5G+qfdpG3XBlVpJX0Q77r+R7w3w2RL45fDtuW0Bc+DMrbt+H3ezc+ExX3WpvXReBfPA/FuwOD/yeV4D5/5S1H7fuAdA2kXYYerzWzfwdTmdami4iv4f3+1mf08s+0sM/t0Zr3j12Jdr9tuJwp9QUeQ9CDeXXJBLn5Z3MvTht2kXcS5LI2PvHuAHczsr/IuK5fgYxS/J2mGmU1onJOZjS9IS7invn7n3wXaF1udPu6IZ5mloL0H95T6pqSV8TEUc83smLDt4mvbtWvSzsXHeeW7V62Ct2yP7zLtFQPYYA8zG1mlVtJMfF6xZyRth384/ZuZXRq2bdaWTLOMbbvhPu/oM6GKZ23SXouPUzvf+py0rImPI93TzPZuQ3s4sNdS0rb68BdwpZmtVVZbMs0p+HjdqficmAtIzuYKCtTdcC3W8rrtdsJ7Z9ApFuKTcz6ei18rbesqraTZFCP6xiRWqR1uqUunmT0mH7d4iXxsQNaN12uStjOzO3PpbQu8lovrBu18fFqNP+TiUbOnvKq0DW+vmNl8SfsDZ0u6mP7eybrBXkPJtu3aFfwaLqqBXEj/67tbtH+Huw3Pe3kTPu6mau1wM3sGwMzulLQ7cKWksQXn0A326rRty6RZxrbdcJ93+plQxbMWWnv4/rbcw3Y72iJv4FVp2/WwXUZbJs31zWxSWr5M0leBGyQdULBvN1yLdb1uu5oo9AWd4vPAbyU9RJ/L4HVxz0+f7ULtGsD7aHZxLtwLaNXaZyVtZWYzAcxb/PbDvYu9J6ObDPxQ0t/Q12ViHdyT7ORcHt2g/SnuBrvpwYvXpi0N7cOSdjWzmwHMHTscJembuCvpBpPpvL3KaDtt23btCvAtYLqk6+h/L+4NnNSF2qnAK41zyyJv1apa+5LSFAgAqVVqN9xh1WZLcF7doK3CXmXSLGPbyXT+Pi+jreI+r+JZC/C4fGjH+Y0Pc0lrpHPKf5R3g/Z+4JNm9lDeCAWFiHa1ZdJcTtIwS87mzOxbcqdyt9A81clkOn8tltEOpeu2q4nunUHHkM+fsx39PXNNswJvap3WSvoJ7v3z1oI0fm5mh1apTbXMbza6mOR0O5nZbbm4NbPnVLRfN2k7idwTG2b2asG2tc3sqVxcx+01FGy7GHZdBa8Ayd6L15pZ01xy3aDtJHIHUC+b2e9z8SOAD5rZ/+TiO26vuto2bev4fV63Z4L6PHxnx9O18vDdDdq2PWy3qy2ZZtvO5jLbOn4t1u267Xai0BcEQRAEQRAEQVBj8rPeB0EQBEEQBEEQBDUiCn1BEARBEARBEAQ1Jhy5BEFNkTQcdxTz9n1uZk+Edsm1knYGNjSzcyWtDowys0dbpNnz2jJpBsFQQdJKZvaipFWLtufGfNVSW1X+mX2WM7PXFxVXZ21V+adtQ+a9W5W2qvy7kRjTFwQ1RNLR+GTIf6Bv+gkzsy1Cu2RaSd8AJgIbmdl4Se8ELjaznQrS7HltOzr5PEgtX0bZ/yC05dLMpP1o0T5m9u5e0Q52mpKuNLP9Mlr1l9ZfW1X+mX2aJr8uiquztsL8h8x7typtVfl3K9HSFwT15HP4R/afQjvo2oOACcB0ADN7Wu52OrTF2nZ0+6Xfz6Tfn6XfjwKvhLZJWybNBhMzy8sDHwAKW1xqrB3UNFMBRsCui6rtr6u2qvzV59VxBUkT6CsgrgSs2AvaqvLP0Ol3aTdoq8q/OzGzCBEi1CwAN+ITioZ2kLXAnel3evodCcwObbG2ZJq3tRMX2vJptsjn1l7XDkaawN0l0qildrDTBA5Pz+SX0m8jXAEc3AvaqvLP7DNk3rtVaavKv1tDtPQFQT15BLhJ0lXA2335zey00C6x9peSfgSsLOnjwJHAfxekF9ryaY6UtLOleSsl7YgXEkNbrG07TUnZ7l3D8Jaswlbcumqryh+YKmlbM5vWYnsvaAc1TTM7Hzhf0iQzmzJQYnXVVpV/hk6/S7tBW1X+XUkU+oKgnjyRwrIphHaQtGZ2qqS9gReBjYDjzOz60BZry6QJHAWcI2k0PubnL3ghMbTF2jJpfjez/CbwGPDBHtNWlf/uwD9Jegx4Ge9aZ1Y81qeu2kryN7Mpkv4B2AzvZtuIP7FXtFXlzxB671aorSr/riQcuQRBjZGPnTIz+2toB18bVIOklfD3019Cu2htmTSDwUPSumb2hKT1irab2eN111aVf2af/8LHpO0O/Bg4BO8yflSvaKvKP+g9otAXBDVE0ua4c4eG44HngcPM7N7QLplW0kv0efVbFhgBvGxmKxWk2fPakmmuAZwMvNPM9pW0KbCDmf0ktM3akmkuB0wCxtHf3XhTC0BdtYOdpjJeESVNMbNJ+XTqrq0q/8w+s81si8zvKOBSM3tvr2grzP9G+p7Nb2Nme/SKtqr8u5Xo3hkE9eRs4F/M7EYASbvh46h2DO2Sac2s37geSQcC2xWkF9qSaQLnAecCX03rDwK/AJoKMaEtneblePfPu8mMR2lBXbWDnWZ2yoGm6QZ6RFtV/g1eTb+vyKd7+RPwrh7TVpX/FzLLy+OVHG/2mLaq/LsT6wJvMhEiRBjcAMxqJy607WsZwGsXMDW33vPaMmlm4qel3xmZuJmhLdaWTHNOq/+jV7SDnSbJI21+uZe0VeWf0X0dWBn/wH4WeAY4sZe0VeXfYv+be11bVf7dEKKlLwjqySOSvk7f/F0fAx4N7RJp7wS2lnRwJq7h1S/f5SO05dJs8LKkMY3tkrbHW1tCW6wtk+btkt5jZve02N4L2sFOc0tJL+ItWCukZdK6Wf8uzHXVVpU/eORJaXGKpCuB5a3F2NW6aqvKX1J23slhwDbAmr2krSr/biUKfUFQT44ETgAuxV+otwBHhHZQtPvTV2hpePU7oEWaoS2X5r/i80qtL+k2YHXcEUFoi7WL1EmaAyzE3/dHSHoE767Y5DGxrtqq8jez4QX/SSF11VaVv6RtgSfN7Nm0fhjeevW4pOPN7IW6a6vKP8Pd+LNZ+LP5UdwjcBF11VaVf1cSjlyCIAjaQNI84DT6j0uBVKCxzFw9oS2d5ueB24AZKWqjtN9cM1uQ3Tm0pdP8M7AVLbD+3hVrqa0q/6A6JE0H9jKzFyTtAlwEHI3/N5uY2SF111aVf9C7REtfENQISVcMtN3MDgjtYmuHA6NoLsQUEdpyaY4FvgdsDMwGbscLNU8D+Rrq0JZL89ESBZW6aqvKP6iO4ZnWqQ8BZ5tPOj5F0swe0VaS/0CtgkDbLYhDWVtV/t1OtPQFQY2Q9BzwJHAhcAe5D24zuzm0i6dVxt34oghtuTQz+yyLj/nbEdghhflmtmlom7Xt6DItroW0aMWtlbaq/IPqkHez3crM3pT0APAJM7ulsc3MNq+7tsL8h0xrZ1XaXm1FjZa+IKgXawJ7Ax8BDgWuAi60gnnpQlta206LVWgXL80GKwArAaNTeBpo5UgjtO3pOt3i2w3aqvIPquNC4GZJz+PTEPwfgKQNaHZWVFdtVfl3ugWzG7RV5d/dWBe4EI0QIcLgB2A5YDLwHHB0aJdMC6xawvY9ry2Z5tl498RrcGc6+wKrhLZYWzLNtlzj11lbVf4Rqg3A9sBBwMhM3Hhg617RVpTmHNKUOsADwC7Zbb2grSr/bg/R0hcENUPScsA/4C1X44AzcI+UoV0CrZXotx/acmkC6+IF7oeAp4B5wPzQttSWSbPTLb7doK0q/6BCzGxqQdyDvaStKP9Ot2B2g7aq/LuaGNMXBDVC0vnA5sDVwEVmNie0g6cNqkOSgM3w8Wk74v/JC8DvzOwboe2vLaFbtd0CeF21VeUfBEMV+ZyeawHXmdnLKW48MMrMpveCtqr8u5ko9AVBjZC0EHg5rWZvbpGb/Da05bVB9UgaC+yEF2T2A8aY2cqhLdaWSTMIgiDoXaLQFwRBEHQUSf+MF1p2Ahbg49V+l37vMbOFoe3TlkkzCIIgCCC8dwZBEASdZxxwCXCMmT0T2kVqy6QZBEEQBNHSFwRBEARBEARBUGeGdfoAgiAIgiAIgiAIguqIQl8QBEEQBEEQBEGNiUJfEARBMKSR9JakmZkwbjHSOFDSpoN/dEEQBEHQecKRSxAEQTDUedXMtlrCNA4ErgTua3cHScuY2ZtLmG8QBEEQVE609AVBEAS1Q9I2km6WdLekayWtleI/LmmapFmSpkhaUdKOwAHAf6SWwvUl3SRpYtpnNUmPpeXJki6W9GvgOkkjJZ2T0pwh6f0Fx7JbSu8SSQ9I+p80uTqSjkv7zpF0dib+Jkn/KekWSfdL2lbSpZIekvTNTNofk3RnOu4fSRpetW2DIAiCoUcU+oIgCIKhzgqZrp2/kjQCOBM4xMy2Ac4BvpW0l5rZtma2JXA/cJSZ3Q5cAXzRzLYys4cXkd8OwOFmtgfwVeAGM9sW2B0vOI4s2GcC8HlgU+Dd+Bx7AN9Px7M5sAI+wXqDN8xsF+C/gMuBzwCbA5MljZG0CfAhYKfU0vkW8NG2LBYEQRD0FNG9MwiCIBjq9OveKWlzvHB0fWo4Gw405rPbPLWUrQyMAq5djPyuN7MX0vJ7gQMkfSGtLw+sixcos9xpZvPS8c3E59q7Fdhd0peAFYFVgXuBX6d9rki/9wD3Nubkk/QIsA6wM7ANMC2d5wrAHxfjfIIgCIKaE4W+IAiCoG4ILyTtULDtPOBAM5slaTKwW4s03qSvN8zyuW0v5/KaZGZzF3FMr2eW3wKWkbQ8cBYw0cyelHR8Lq/GPgtz+y/E398Czjezrywi7yAIgqDHie6dQRAEQd2YC6wuaQcASSMkbZa2/Q3wTOoCmu0K+VLa1uAxvBUN4JAB8roWODozFm9CieNsFPCelzRqEfkU8VvgEEnvSHmvKmm9kmkEQRAEPUAU+oIgCIJaYWZv4AWoUyTNAmYCO6bNXwfuAK4HHsjsdhHwxeSMZX3gVOBTkm4HVhsgu5OAEcBsSXPServHOR/4b7z75mXAtHb3TfvfB3wNdygzGz+ntcqkEQRBEPQGMrNOH0MQBEEQBEEQBEFQEdHSFwRBEARBEARBUGOi0BcEQRAEQRAEQVBjotAXBEEQBEEQBEFQY6LQFwRBEARBEARBUGOi0BcEQRAEQRAEQVBjotAXBEEQBEEQBEFQY6LQFwRBEARBEARBUGOi0BcEQRAEQRAEQVBj/h+loKIVA704gAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,12))\n",
    "plt.plot(coef_nonzero,'o')\n",
    "plt.xticks(np.arange(len(coef_nonzero)),features_nonzero,rotation=90)\n",
    "plt.xlabel(\"Feature name\")\n",
    "plt.ylabel(\"Feature magnitude\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
